POSITION: Which best describes your current position?,EXPERIENCE: How many years of work experience do you have?,IT ORGANIZATION SIZE: Number of IT/Systems/Development people in your organization,SECTOR: Which sector is your organization primarily in?,LOCATION: Where are you located?,DEVELOPERS AND DATA: How do developers learn skills in data and database-oriented activities?  Please select all that apply.,,,,,,,,,,DATA PROFESSIONALS AND DEVELOPMENT: How do data professionals learn skills in application development activities?  Please select all that apply.,,,,,,,,,"ONBOARDING TRADITIONAL: How easy is it to add a new person on to a traditional development team?  This is often called ""onboarding"".","ONBOARDING ITERATIVE: How easy is it to add a new person on to an iterative development team?  This is often called ""onboarding"".","ONBOARDING AGILE: How easy is it to add a new person on to an agile development team?  This is often called ""onboarding"".","ONBOARDING AD-HOC: How easy is it to add a new person on to an ad-hoc development team?  This is often called ""onboarding"".","DOCUMENTATION TRADITIONAL: How would you rate the quality of the ""deliverable documentation"" - such as user manuals, operations documentation, and system overview documentation - left behind by traditional development teams to aid in maintainance and operations of the delivered system?","DOCUMENTATION ITERATIVE: How would you rate the quality of the ""deliverable documentation"" - such as user manuals, operations documentation, and system overview documentation - left behind by iterative development teams to aid in maintainance and operations of the delivered system?","DOCUMENTATION AGILE: How would you rate the quality of the ""deliverable documentation"" - such as user manuals, operations documentation, and system overview documentation - left behind by agile development teams to aid in maintainance and operations of the delivered system?","DOCUMENTATION AD-HOC: How would you rate the quality of the ""deliverable documentation"" - such as user manuals, operations documentation, and system overview documentation - left behind by ad-hoc development teams to aid in maintainance and operations of the delivered system?"
Response,Response,Response,Response,Response,We don't distinguish between developers and data professionals,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,Additional comments:,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,Additional comments:,Response,Response,Response,Response,Response,Response,Response,Response
Team Lead/Scrum Master,10 to 20 years,1000+,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Low,Low,Neither high nor low
Other,20+ years,51 to 100,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,unfortunately,,,,,,,,Data professionals are expected to pick it up on their own,"Weak attempt at training, but only lip service, and gets dropped under time pressures",We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,High,We don't have ad-hoc development teams
IT Manager,10 to 20 years,11 to 50,Financial,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Difficult,Easy,Neither high nor low,We don't have iterative development teams,Neither high nor low,Very low
Operations/Support,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Project Manager,10 to 20 years,51 to 100,Software,Europe,We don't distinguish between developers and data professionals,,,,Database administration training,,Pairing with other developers who have data skills,,,,,,,Development training,,,,,,Very difficult,Don't know,Neither easy nor difficult,Don't know,High,We don't have iterative development teams,High,We don't have ad-hoc development teams
IT Manager,20+ years,1 to 10,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),5 to 10 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,,We have very little database software,We don't distinguish between data professionals and developers,,,,,,,,We don't hire data professionals - we have very little database software,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1000+,Software,Asia,,,,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Very easy,Very easy,Very easy,Very easy,Very high,Very high,Very high,Very high
Other,20+ years,101 to 500,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Very difficult,Difficult,Don't know,Neither easy nor difficult,Neither high nor low,Low,Don't know,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,51 to 100,Manufacturing,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Very easy,Very easy,We don't have ad-hoc development teams,Low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Team Lead/Scrum Master,20+ years,101 to 500,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Low,Low,Neither high nor low,Low
Team Lead/Scrum Master,2 to 5 years,11 to 50,Financial,Europe,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Difficult,Neither easy nor difficult,Very difficult,We don't have traditional development teams,High,High,Low
Developer,10 to 20 years,51 to 100,Government,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,10 to 20 years,101 to 500,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,51 to 100,Software,Europe,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,Database administration training,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,High,We don't have ad-hoc development teams
Team Lead/Scrum Master,5 to 10 years,11 to 50,IT Consulting,Europe,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,High,Low
Developer,5 to 10 years,1 to 10,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,10 to 20 years,1000+,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,10 to 20 years,1 to 10,Software,Europe,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Financial,North America,,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Difficult,Very difficult,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,Low,We don't have ad-hoc development teams
Team Lead/Scrum Master,10 to 20 years,1000+,Other,North America,,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Difficult,Low,Don't know,Don't know,Don't know
Project Manager,20+ years,1000+,Financial,Europe,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,Data professionals are expected to pick it up on their own,,Easy,Neither easy nor difficult,Difficult,Easy,Low,High,High,Very low
Other,20+ years,1 to 10,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Software,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,,Pairing with other data professionals who have development skills,,,,Difficult,Difficult,Difficult,Difficult,High,We don't have iterative development teams,Low,Low
IT Manager,10 to 20 years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Easy,Easy,Neither high nor low,Neither high nor low,Low,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Financial,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,1000+,e-Commerce,Europe,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,,,,,,,We don't distinguish between data professionals and developers,,Data professionals don't require development skills because database access is encapsulated,,,,,,,Easy,Easy,Don't know,Neither easy nor difficult,High,High,High,Don't know
Project Manager,20+ years,1000+,Government,South/Central America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,We have a data modeling team in the development area,,,,Development training,,,Pairing with developers,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Difficult,Low,High,We don't have agile development teams,Low
Team Lead/Scrum Master,10 to 20 years,11 to 50,Software,Asia,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
IT Manager,20+ years,1000+,IT Consulting,Europe,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,We don't have ad-hoc development teams,Low,Neither high nor low,High,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Operations/Support,20+ years,501 to 1000,Manufacturing,Europe,,,,Data modeling training,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,High,Neither high nor low,Neither high nor low,Neither high nor low
Developer,5 to 10 years,1000+,Software,Asia,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Very difficult,Easy,Very easy,Very difficult,Low,High,Very high,Very low
Other,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,We don't have traditional development teams,Low,We don't have agile development teams,We don't have ad-hoc development teams
Operations/Support,5 to 10 years,1 to 10,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,11 to 50,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,20+ years,11 to 50,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,20+ years,11 to 50,Government,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Very high,Very high,Very high
Team Lead/Scrum Master,20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Very easy,Easy,Neither easy nor difficult,Easy,Very high,High,Neither high nor low,Neither high nor low
IT Manager,20+ years,1000+,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Neither easy nor difficult,Difficult,Don't know,Neither easy nor difficult,High,High,Don't know,Neither high nor low
Developer,20+ years,11 to 50,Other,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Very difficult,Difficult,Neither high nor low,High,We don't have agile development teams,Low
Developer,Less than 2 years,1 to 10,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,,Development training,,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Neither easy nor difficult,Very high,High,Neither high nor low,Don't know
Developer,Less than 2 years,11 to 50,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,We don't need database-oriented activities,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Easy,We don't have agile development teams,Easy,We don't have traditional development teams,High,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,1 to 10,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,Development training,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
IT Manager,10 to 20 years,1000+,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Neither easy nor difficult,Easy,Easy,Low,Low,Very high,Neither high nor low
Developer,5 to 10 years,501 to 1000,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,High,High,Neither high nor low
Developer,2 to 5 years,1 to 10,Government,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,51 to 100,Other,North America,,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
Team Lead/Scrum Master,10 to 20 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,2 to 5 years,101 to 500,Technology (non-Software),Asia,,Developers don't require data skills because data activities are left to data professionals,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Very difficult,Low,High,High,Low
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,,,Don't know,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,High,High,We don't have agile development teams,High
Developer,20+ years,1 to 10,Software,North America,,,,Data modeling training,,,,,Developers are expected to pick it up on their own,"I do procedurel coding, database design, modelling & implementation",We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,"We are a very small organization. I do it all, and I've got my varied experience as a foundation.",Don't know,We don't have iterative development teams,We don't have agile development teams,Don't know,High,High,Don't know,Don't know
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Don't know,Don't know,Don't know
Other,20+ years,101 to 500,Software,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,mostly they never learn,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,Low,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Financial,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Very low,We don't have agile development teams,Very low
Modeler (Analyst/Designer/Architect),20+ years,1000+,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,11 to 50,Retail,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Neither easy nor difficult,Easy,Neither easy nor difficult,Easy,Very low,Low,Low,Low
Developer,10 to 20 years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Financial,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,1 to 10,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Very difficult,High,High,Neither high nor low,Neither high nor low
Team Lead/Scrum Master,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,501 to 1000,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,Difficult,Difficult,Don't know,High,High,Very high,We don't have ad-hoc development teams
Other,10 to 20 years,1000+,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
QA/Test,20+ years,1000+,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,501 to 1000,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very high,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,10 to 20 years,501 to 1000,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Neither high nor low,Neither high nor low,Don't know,Don't know
Operations/Support,10 to 20 years,1 to 10,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Very difficult,Don't know,Neither easy nor difficult,Very easy,High,Don't know,Neither high nor low,Don't know
Developer,10 to 20 years,1000+,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,Easy,Easy,Low,Neither high nor low,Neither high nor low,Low
Business Stakeholder,20+ years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,,,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Neither easy nor difficult,Easy,Easy,We don't have ad-hoc development teams,Low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
IT Manager,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Easy,Very low,Very low,Very low,Very low
Operations/Support,5 to 10 years,51 to 100,Software,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Easy,Difficult,Neither easy nor difficult,Very low,Very low,Low,Low
Developer,10 to 20 years,1 to 10,Financial,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,,Pairing with data professionals,,,,,,Development training,Mentoring by developers,,Pairing with developers,,,Neither easy nor difficult,Difficult,Difficult,Very difficult,Low,Low,Low,Low
Data Professional,20+ years,101 to 500,IT Consulting,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,Don't know,Difficult,Very low,We don't have iterative development teams,Don't know,Very low
IT Manager,20+ years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,High,Very high,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,101 to 500,Government,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,High,High,Very high
Team Lead/Scrum Master,5 to 10 years,501 to 1000,Software,Africa,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Very low,We don't have ad-hoc development teams
IT Manager,20+ years,11 to 50,Government,North America,,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Easy,Low,Neither high nor low,High,Low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Manufacturing,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Easy,We don't have agile development teams,Neither easy nor difficult,High,High,We don't have agile development teams,Neither high nor low
Project Manager,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Don't know,We don't have traditional development teams,High,Low,Very low
Developer,10 to 20 years,51 to 100,e-Commerce,South/Central America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,5 to 10 years,1000+,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,20+ years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,51 to 100,Financial,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,"code developers do know about the db side, the db developers are like the untouchables, praises sung to them and what not.",Difficult,We don't have iterative development teams,Difficult,Difficult,Very low,Very low,Very low,Very low
Developer,20+ years,11 to 50,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Don't know,Don't know,Don't know,Don't know,High,Neither high nor low,Neither high nor low,Very low
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Neither easy nor difficult,Easy,Difficult,Neither high nor low,Neither high nor low,Low,Neither high nor low
IT Manager,10 to 20 years,1000+,Financial,North America,,,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Very difficult,Very difficult,Difficult,Very difficult,Low,Low,Low,Very low
Developer,20+ years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,"We have 3 separate areas we call software, firmware and IT.  Software is desktop applications and IT is web and SAP.  My answers are for the software area only.",We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Difficult,Low,Low,High,Very low
Business Stakeholder,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,Very low,Low
IT Manager,20+ years,101 to 500,Government,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,High,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,Retail,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,Low
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,5 to 10 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,20+ years,11 to 50,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Project Manager,10 to 20 years,51 to 100,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,Pairing with other developers who have data skills,,,,,,,Development training,,,,,,Easy,Easy,Neither easy nor difficult,Neither easy nor difficult,High,High,Neither high nor low,Low
Project Manager,10 to 20 years,51 to 100,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,"Our developers are data-centric, started with VFoxPro and now in SQLServer/C#/WPF.",We don't distinguish between data professionals and developers,,,,,,,,See above.  Developers are data professionals.,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Team Lead/Scrum Master,5 to 10 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Easy,Easy,Very low,Very low,Very low,Very low
Operations/Support,20+ years,1000+,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Other,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,"We have some Data Professionals, but they are tasked mostly with day-to-day maintenance.",,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,"Very few actual Data Professionals require development skills, though they need some idea of development needs.",Neither easy nor difficult,Neither easy nor difficult,Difficult,Easy,Low,Low,Low,Very low
Team Lead/Scrum Master,20+ years,501 to 1000,Financial,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Easy,We don't have agile development teams,We don't have ad-hoc development teams,High,Very high,We don't have agile development teams,We don't have ad-hoc development teams
Team Lead/Scrum Master,10 to 20 years,1000+,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Very low,Very low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,Easy,Difficult,Low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Other,North America,,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Government,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,We don't have agile development teams,Difficult,Neither high nor low,Neither high nor low,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,Very difficult,Difficult,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
IT Manager,20+ years,51 to 100,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,2 to 5 years,101 to 500,Software,Asia,,,,Data modeling training,,,Pairing with other developers who have data skills,,,,,,Data professionals don't require development skills because database access is encapsulated,,,Pairing with other data professionals who have development skills,,,,Difficult,Neither easy nor difficult,Difficult,Difficult,Very high,High,Neither high nor low,Low
Developer,10 to 20 years,1000+,Other,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Low,Neither high nor low,Low
Developer,10 to 20 years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,We don't have ad-hoc development teams,Low,Neither high nor low,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Business Stakeholder,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,1 to 10,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,We don't have traditional development teams,Don't know,Don't know,Don't know
IT Manager,20+ years,11 to 50,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,Less than 2 years,1000+,Government,South/Central America,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,,,,,,Development training,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,2 to 5 years,101 to 500,Financial,Asia,,,,,Database administration training,,,,Developers are expected to pick it up on their own,,,,,Development training,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Don't know,Low,Neither high nor low,High,Don't know
Developer,10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Easy,High,We don't have iterative development teams,We don't have agile development teams,Very low
Other,20+ years,1000+,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,,Not really involved in database applications,We don't distinguish between data professionals and developers,,,,,,,,,Very easy,Easy,We don't have agile development teams,Easy,Low,High,High,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,IT Consulting,Africa,,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Technology (non-Software),Australia/NZ,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Neither high nor low,Low,Low,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,51 to 100,Financial,Europe,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Neither easy nor difficult,Low,Low,Low,Low
Project Manager,5 to 10 years,11 to 50,Software,Asia,We don't distinguish between developers and data professionals,,,,Database administration training,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,Development training,,,Pairing with developers,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,,We also do encapsulate Database access.,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Very easy,Easy,Neither easy nor difficult,High,Very high,High,High
Modeler (Analyst/Designer/Architect),5 to 10 years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,High,High,We don't have agile development teams,High
Developer,2 to 5 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Don't know,We don't have ad-hoc development teams
Developer,2 to 5 years,1000+,Software,Asia,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,Data modeling training,,,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,Pairing with other data professionals who have development skills,,,,Very difficult,Easy,Very easy,Neither easy nor difficult,Very high,High,Neither high nor low,Neither high nor low
Developer,10 to 20 years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Low,High,Don't know,Very low
Other,20+ years,1000+,Financial,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Low,Low,Low,Low
Business Stakeholder,20+ years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,1 to 10,Other,South/Central America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Don't know,Don't know,Difficult,Very high,High,Very high,Very high
Developer,20+ years,101 to 500,Government,North America,,,,,,,,Pairing with data professionals,,,,,,,,,Pairing with developers,,,Difficult,Neither easy nor difficult,Easy,Difficult,Low,Low,Neither high nor low,Don't know
Developer,10 to 20 years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Other,20+ years,1000+,Financial,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Don't know,Don't know,Neither easy nor difficult,Neither high nor low,Don't know,Don't know,Don't know
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Operations/Support,10 to 20 years,51 to 100,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,20+ years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Data Professional,20+ years,101 to 500,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,High,We don't have iterative development teams,We don't have agile development teams,Low
IT Manager,20+ years,11 to 50,Government,North America,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,,"We have DBAs, but data modelling and database development is performed by developments.",,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Difficult,We don't have agile development teams,Very difficult,Very high,Very low,We don't have agile development teams,High
IT Manager,5 to 10 years,501 to 1000,Manufacturing,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,We don't have agile development teams,Easy,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,Low
Other,20+ years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,20+ years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Very easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,Easy,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
IT Manager,10 to 20 years,51 to 100,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Difficult,Difficult,We don't have traditional development teams,We don't have iterative development teams,Low,Very low
Developer,20+ years,1 to 10,IT Consulting,North America,,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Easy,Very easy,High,Don't know,Don't know,Low
Developer,5 to 10 years,1000+,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Easy,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Retail,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very low,Very low,We don't have agile development teams,Very low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Very low
QA/Test,2 to 5 years,1000+,Software,South/Central America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,101 to 500,Manufacturing,North America,,,,Data modeling training,,Mentoring by data professionals,,Pairing with data professionals,,,,,,Development training,Mentoring by developers,,Pairing with developers,,,Difficult,Easy,Don't know,Neither easy nor difficult,High,High,High,Neither high nor low
Developer,20+ years,1000+,Financial,Asia,,,,,,,,,Developers are expected to pick it up on their own,"You're hired for the job, and need to be prepared to pick up the rest on the fly... quickly.",,,,,,,,Data professionals are expected to pick it up on their own,We dont have data professionals embedded throughout the organisation - only for larger systems.,Difficult,Difficult,Don't know,Don't know,Very low,Very low,Very low,Very low
Developer,10 to 20 years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Very easy,Very easy,Difficult,Neither high nor low,High,High,Low
Data Professional,20+ years,101 to 500,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,51 to 100,Government,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
Other,20+ years,11 to 50,Other,Asia,We don't distinguish between developers and data professionals,,,,Database administration training,,,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Easy,Easy,Difficult,Very high,Very high,Very high,Very high
Developer,10 to 20 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Manufacturing,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Easy,Very easy,High,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,It's just me. I do both.,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,IT Consulting,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Very difficult,We don't have iterative development teams,We don't have agile development teams,Very difficult,Low,We don't have iterative development teams,We don't have agile development teams,Very low
Other,20+ years,1000+,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Difficult,Difficult,Low,Low,Low,Low
Project Manager,2 to 5 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,Don't know,Neither easy nor difficult,Difficult,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,Neither high nor low
Developer,10 to 20 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Easy,Easy,Neither easy nor difficult,High,High,Neither high nor low,Neither high nor low
Developer,10 to 20 years,11 to 50,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,We don't have traditional development teams,We don't have iterative development teams,Low,Low
Developer,20+ years,101 to 500,Other,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Data Professional,20+ years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know
Developer,20+ years,11 to 50,Other,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,20+ years,51 to 100,Government,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Very difficult,Neither easy nor difficult,Difficult,Very difficult,Neither high nor low,High,Neither high nor low,Low
Developer,10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Low,Low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,Database administration training,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,Data professionals are expected to pick it up on their own,,Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Neither high nor low
Developer,20+ years,51 to 100,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,Don't know,Difficult,Very low,We don't have iterative development teams,Don't know,Low
IT Manager,10 to 20 years,1000+,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),5 to 10 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Don't know,High,Low,Low,Don't know
Other,20+ years,1 to 10,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,1 to 10,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Neither easy nor difficult,Low,Low,Don't know,Neither high nor low
Developer,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,501 to 1000,Shipping,Australia/NZ,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Neither easy nor difficult,High,High,Low,Very low
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,High,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,High,Neither high nor low,Low,Neither high nor low
Developer,20+ years,11 to 50,Financial,Asia,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Low
IT Manager,20+ years,101 to 500,Other,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,Very low,Very low
Developer,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,We don't have agile development teams,Don't know,Neither high nor low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Software,North America,,,Developers don't require data skills because database access is encapsulated,,,,,,,,,,,Development training,,,,,,Neither easy nor difficult,Easy,Don't know,Don't know,Low,Neither high nor low,Don't know,Don't know
Developer,20+ years,1000+,IT Consulting,Europe,,,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Neither easy nor difficult,Very difficult,Low,Low,Low,Very low
Modeler (Analyst/Designer/Architect),5 to 10 years,101 to 500,Manufacturing,Asia,,,,,,,,,Developers are expected to pick it up on their own,,,,,Development training,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Difficult,Easy,Don't know,High,Neither high nor low,Low,Don't know
Developer,20+ years,1000+,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,High,Neither high nor low,Low,Low
Developer,20+ years,501 to 1000,Manufacturing,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Easy,Easy,Easy,Low,Low,Low,Low
Developer,10 to 20 years,1000+,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,IT Consulting,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,1000+,Technology (non-Software),Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,101 to 500,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Neither easy nor difficult,Easy,We don't have ad-hoc development teams,Neither high nor low,High,Low,We don't have ad-hoc development teams
IT Manager,10 to 20 years,1 to 10,Other,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,IT Consulting,Australia/NZ,,,,Data modeling training,,,,,,,,,,Development training,,,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very high,Very high,Very high,Very high
Developer,10 to 20 years,101 to 500,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Data Professional,20+ years,1 to 10,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Low,Low,Neither high nor low,Neither high nor low
IT Manager,20+ years,1 to 10,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,11 to 50,Financial,Africa,,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,"A developer cannot live by code alone, code has to store data somewhere ....",,Data professionals don't require development skills because development activities are left to developres,,,,,,,We don't employ data professionals .... our devs do it all .... anyway I wouldn't trust a non-dev with code!,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,501 to 1000,Government,North America,,,,,Database administration training,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,,,,,Difficult,Difficult,Difficult,Difficult,High,High,Neither high nor low,Low
Developer,20+ years,1 to 10,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Easy,We don't have agile development teams,Very easy,Low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,20+ years,501 to 1000,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1 to 10,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),5 to 10 years,11 to 50,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,11 to 50,Retail,Australia/NZ,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,5 to 10 years,11 to 50,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,1000+,Other,North America,,,,Data modeling training,,Mentoring by data professionals,,,,,,,,Development training,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Low,Neither high nor low,Don't know,Don't know
Developer,10 to 20 years,1 to 10,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,10 to 20 years,1000+,Software,Asia,,,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,,,Data professionals don't require development skills because database access is encapsulated,,,,,Data professionals are expected to pick it up on their own,,Easy,Difficult,Don't know,Very easy,Low,Don't know,Don't know,Low
Project Manager,10 to 20 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Neither easy nor difficult,Neither high nor low,High,Low,Low
Other,2 to 5 years,1000+,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,11 to 50,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
QA/Test,20+ years,1000+,Software,Europe,We don't distinguish between developers and data professionals,,,Data modeling training,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Low,Very low,Low
Developer,5 to 10 years,101 to 500,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,10 to 20 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,5 to 10 years,11 to 50,Technology (non-Software),Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,10 to 20 years,101 to 500,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Difficult,We don't have ad-hoc development teams,High,High,High,Neither high nor low
Developer,10 to 20 years,11 to 50,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,Software,Europe,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,We don't have agile development teams,Neither easy nor difficult,Very low,Very low,We don't have agile development teams,Neither high nor low
Other,Less than 2 years,101 to 500,Other,Europe,,,,,,Mentoring by data professionals,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Neither high nor low,High,Neither high nor low
Project Manager,5 to 10 years,1000+,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,,We do not have 'database-oriented' activities.,We don't distinguish between data professionals and developers,,,,,,,,Does not apply.,Neither easy nor difficult,Difficult,Very difficult,Very easy,Low,High,Very low,Neither high nor low
Operations/Support,20+ years,11 to 50,Software,Asia,,,Developers don't require data skills because database access is encapsulated,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Don't know,Easy,Neither high nor low,High,Don't know,Low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Other,Europe,,,,,,,,,Developers are expected to pick it up on their own,With mentoring by Senior developers,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Neither easy nor difficult,High,High,Don't know,Low
Other,20+ years,101 to 500,IT Consulting,Asia,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Low,Very low,Very low
Team Lead/Scrum Master,10 to 20 years,11 to 50,IT Consulting,Africa,,,,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,Easy,Very easy,Difficult,We don't have traditional development teams,Low,Low,High
Developer,10 to 20 years,11 to 50,IT Consulting,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Operations/Support,5 to 10 years,1000+,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,51 to 100,Financial,Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,,,Difficult,Difficult,We don't have agile development teams,Difficult,Very low,Very low,We don't have agile development teams,Very low
Operations/Support,5 to 10 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know
Developer,20+ years,1 to 10,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Project Manager,5 to 10 years,1 to 10,Software,Asia,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,101 to 500,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Very easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,Data modeling training,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,Easy,Difficult,High,High,High,Low
Developer,20+ years,101 to 500,IT Consulting,Europe,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Don't know,High,Neither high nor low,Low,Don't know
Modeler (Analyst/Designer/Architect),10 to 20 years,51 to 100,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,,,,,,We don't distinguish between data professionals and developers,,,Development training,,,,,,Difficult,Neither easy nor difficult,We don't have agile development teams,Very difficult,Very low,Low,We don't have agile development teams,Low
Developer,10 to 20 years,1 to 10,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,501 to 1000,Other,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Software,Europe,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,Very easy,Neither easy nor difficult,Low,Neither high nor low,Neither high nor low,Low
Developer,5 to 10 years,501 to 1000,Software,Europe,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Very difficult,Don't know,Don't know,Don't know,Very low,Don't know,Don't know,Don't know
Developer,20+ years,1 to 10,Technology (non-Software),Africa,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Technology (non-Software),Africa,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,10 to 20 years,1 to 10,Other,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,2 to 5 years,11 to 50,Technology (non-Software),Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,10 to 20 years,501 to 1000,Manufacturing,South/Central America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Difficult,We don't have ad-hoc development teams,Low,Low,Low,We don't have ad-hoc development teams
IT Manager,10 to 20 years,1 to 10,Government,Australia/NZ,,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Difficult,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,Low,Low,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),5 to 10 years,11 to 50,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Easy,Easy,Difficult,Low,Low,Low,Low
Developer,5 to 10 years,1000+,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Very low,High,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,,Pairing with developers,,,Easy,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,5 to 10 years,1000+,Technology (non-Software),Asia,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,1000+,Software,Asia,,,,,,,,Pairing with data professionals,,,,,,,,,Pairing with developers,,,Very easy,Difficult,Don't know,Very difficult,Low,High,High,Don't know
QA/Test,5 to 10 years,101 to 500,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Very easy,Easy,Easy,Very difficult,Neither high nor low,Neither high nor low,High,Very low
Developer,20+ years,501 to 1000,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Very difficult,Low,Low,Don't know,Very low
Developer,Less than 2 years,101 to 500,Software,Asia,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,Development training,Mentoring by developers,,,,,Easy,Neither easy nor difficult,Difficult,Don't know,Neither high nor low,Low,Low,Don't know
Developer,10 to 20 years,1 to 10,Software,Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,,,Difficult,Difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Low
Project Manager,10 to 20 years,11 to 50,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Easy,Difficult,Very difficult,High,Low,Very low,Very low
Developer,10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,Data professionals don't require development skills because database access is encapsulated,,,,Pairing with developers,,,Don't know,Don't know,Don't know,We don't have ad-hoc development teams,High,High,High,High
Developer,20+ years,51 to 100,Technology (non-Software),Australia/NZ,,,,,,,,,,,,,,,,,,,,,,,,,,,
QA/Test,10 to 20 years,101 to 500,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Easy,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,Very high,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Data Professional,20+ years,11 to 50,IT Consulting,Australia/NZ,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Easy,Low,Neither high nor low,Neither high nor low,Low
Business Stakeholder,20+ years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Other,North America,,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,,,,Very difficult,Difficult,Neither easy nor difficult,We don't have ad-hoc development teams,Very low,Low,High,We don't have ad-hoc development teams
Project Manager,10 to 20 years,101 to 500,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Neither high nor low,High,High,Low
Data Professional,20+ years,1 to 10,Software,Australia/NZ,,,,,,,,,,,,,,,,,,,,,,,,,,,
Operations/Support,10 to 20 years,11 to 50,Other,South/Central America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,We don't have agile development teams,Don't know,Don't know,Don't know,We don't have agile development teams,Don't know
Developer,5 to 10 years,101 to 500,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,501 to 1000,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,51 to 100,Financial,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,Some feedback from DBA,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,We don't have agile development teams,Difficult,Low,Low,We don't have agile development teams,Low
Developer,20+ years,501 to 1000,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Very low,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Government,Australia/NZ,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Other,10 to 20 years,1 to 10,e-Commerce,North America,,,,,,Mentoring by data professionals,,,,,,,,,Mentoring by developers,,,,,Difficult,Difficult,Difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
QA/Test,20+ years,51 to 100,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Financial,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,Very low,Low,Low,Very low
Developer,20+ years,51 to 100,Software,Australia/NZ,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Other,North America,,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Difficult,Neither easy nor difficult,Difficult,Low,Very low,Low,Neither high nor low
IT Manager,10 to 20 years,501 to 1000,IT Consulting,Europe,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Easy,Low,Low,Neither high nor low,Neither high nor low
Developer,20+ years,11 to 50,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Very low
Developer,20+ years,11 to 50,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,Mentoring by developers,,Pairing with developers,,,Difficult,Difficult,Difficult,We don't have ad-hoc development teams,High,High,High,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Very easy,Easy,Neither easy nor difficult,Neither easy nor difficult,High,High,High,High
Other,20+ years,1 to 10,IT Consulting,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Very low,Very low,Don't know,Very low
Business Stakeholder,20+ years,1 to 10,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Don't know,Neither easy nor difficult,Very difficult,Don't know,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,51 to 100,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,501 to 1000,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Easy,Easy,Easy,We don't have ad-hoc development teams,Very high,High,High,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Financial,Australia/NZ,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,Very high,High,We don't have agile development teams,Very low
Developer,10 to 20 years,1 to 10,IT Consulting,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very high,We don't have iterative development teams,We don't have agile development teams,High
Developer,20+ years,11 to 50,Software,Australia/NZ,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Easy,Easy,Easy,We don't have traditional development teams,High,High,High
Developer,20+ years,1 to 10,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,High
Developer,20+ years,1000+,Government,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Low
IT Manager,20+ years,1 to 10,IT Consulting,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Very easy,Neither easy nor difficult,Very difficult,Neither easy nor difficult,High,Neither high nor low,Very low,Low
Developer,5 to 10 years,51 to 100,Technology (non-Software),Australia/NZ,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Neither high nor low,High,Neither high nor low,Very low
Project Manager,20+ years,1000+,Manufacturing,North America,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Very easy,Neither easy nor difficult,Difficult,Very easy,Low,Neither high nor low,Neither high nor low,Low
Data Professional,20+ years,11 to 50,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Neither easy nor difficult,Neither easy nor difficult,Difficult,Neither high nor low,High,Low,Low
Other,5 to 10 years,501 to 1000,Other,Australia/NZ,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,Less than 2 years,51 to 100,Software,Australia/NZ,,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
IT Manager,20+ years,1000+,Manufacturing,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Easy,Difficult,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,Low,We don't have agile development teams,Very low
Project Manager,20+ years,1 to 10,Software,North America,,,,,,Mentoring by data professionals,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,High,High
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,High,We don't have agile development teams,High
Developer,20+ years,101 to 500,Manufacturing,Australia/NZ,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,,Data professionals don't require development skills because database access is encapsulated,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,High,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,101 to 500,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Difficult,Don't know,Don't know,Don't know,High,Don't know,Don't know,Don't know
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,"Also, use the web/books for research, prototyping, and the school of hard knocks",We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Neither easy nor difficult,We don't have agile development teams,Very difficult,Low,Very low,We don't have agile development teams,Very low
Developer,2 to 5 years,11 to 50,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Data Professional,10 to 20 years,1 to 10,Other,South/Central America,We don't distinguish between developers and data professionals,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Data Professional,20+ years,101 to 500,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Very low,We don't have agile development teams,Very low
IT Manager,5 to 10 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Business Stakeholder,20+ years,1 to 10,Manufacturing,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,Development training,,,,,,We don't have traditional development teams,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Very low,Low,Low
Developer,Less than 2 years,1 to 10,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,depends upon the depth/breadth of project requirements,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,20+ years,501 to 1000,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,Most devlopers already had the skills when hired,,Data professionals don't require development skills because development activities are left to developres,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,Most devlopers already had the skills when hired,Neither easy nor difficult,Don't know,Don't know,Difficult,Very low,Don't know,Don't know,Don't know
Team Lead/Scrum Master,20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,High,We don't have iterative development teams,We don't have agile development teams,Low
Operations/Support,20+ years,51 to 100,Manufacturing,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,Pairing with developers,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Other,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Software,Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Very easy,Very easy,Very easy,Very easy,Very high,Very high,Very high,Very high
Team Lead/Scrum Master,20+ years,1 to 10,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Easy,Difficult,Very easy,We don't have traditional development teams,High,Neither high nor low,Very low
Developer,20+ years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
IT Manager,20+ years,51 to 100,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,,Pairing with data professionals,,As a cnsultancy in a very specific area (SCM) many traditional roles simply do not apply.,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,,,,We don't have traditional development teams,Easy,Neither easy nor difficult,Very easy,Very high,Very high,Very high,Very high
Developer,10 to 20 years,1 to 10,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,"I do not mean formal ""pairing"" - more a mentoring thing with developers who have data skills",We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,Difficult,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,Very low
Business Stakeholder,20+ years,1 to 10,e-Commerce,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,We don't have traditional development teams,Very easy,Very easy,Very easy,Low,High,High,High
Developer,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Difficult,Difficult,Neither easy nor difficult,Low,Low,Low,Very low
Other,20+ years,101 to 500,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Software,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Difficult,Don't know,Don't know,Don't know,Neither high nor low,Don't know,Don't know,Don't know
Developer,10 to 20 years,11 to 50,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Retail,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Very difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,Pairing with developers,,,Very easy,Easy,Easy,Don't know,Very high,Don't know,Very low,Don't know
Developer,20+ years,101 to 500,Government,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Don't know,Neither easy nor difficult,High,Don't know,Don't know,Neither high nor low
QA/Test,5 to 10 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Data Professional,2 to 5 years,1 to 10,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,11 to 50,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,We don't have agile development teams,Don't know,Very high,Low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Low,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Easy,Difficult,High,Neither high nor low,High,Low
Developer,20+ years,501 to 1000,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,Very easy,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Developer,20+ years,1000+,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Very difficult,Low,High,High,Low
Business Stakeholder,20+ years,11 to 50,IT Consulting,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Operations/Support,10 to 20 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,,,,,,Pairing with other data professionals who have development skills,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Developer,2 to 5 years,101 to 500,Other,North America,,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Low,Neither high nor low,Low
Team Lead/Scrum Master,10 to 20 years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Very high,Very high,We don't have agile development teams,We don't have ad-hoc development teams
Other,10 to 20 years,11 to 50,Other,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,High,High,High,Very high
Developer,20+ years,101 to 500,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,51 to 100,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,We do have a DBA team but they are only used by developers if there are problems. Their normal role is data archive and protection.,,,,,,,,Data professionals are expected to pick it up on their own,The DBA team does only enough development to support data protection and archive.,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1000+,Shipping,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,11 to 50,Shipping,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Other,North America,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Easy,Difficult,Low,Neither high nor low,Neither high nor low,Very low
Developer,2 to 5 years,1 to 10,Software,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Very low,Very low,Very low,Very low
Developer,2 to 5 years,1000+,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,,We do not do a lot of database intensive work.,We don't distinguish between data professionals and developers,,,,,,,,We do not do a lot of database intensive work.,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,20+ years,501 to 1000,Government,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,Low,Low,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,IT Consulting,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,Pairing with data professionals,,,,,,,,,Pairing with developers,,,We don't have traditional development teams,Easy,We don't have agile development teams,Difficult,Low,Neither high nor low,We don't have agile development teams,Very low
Project Manager,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Government,North America,,Developers don't require data skills because data activities are left to data professionals,,,Database administration training,,,,,the training is given for those wishing to move from development/coding to DBA status,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,"very seldom do the data people cross over to development, but developers have moved to DBA status",Neither easy nor difficult,Don't know,Don't know,Difficult,High,High,Don't know,Low
Other,20+ years,1000+,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,51 to 100,Software,Europe,We don't distinguish between developers and data professionals,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Easy,Easy,We don't have traditional development teams,We don't have iterative development teams,High,Neither high nor low
IT Manager,10 to 20 years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
IT Manager,20+ years,51 to 100,Government,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,We provide additional resources like books for data training,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very high,We don't have iterative development teams,We don't have agile development teams,Low
Operations/Support,20+ years,1 to 10,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Easy,Easy,Don't know,We don't have traditional development teams,We don't have iterative development teams,High,Low
Developer,20+ years,51 to 100,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,10 to 20 years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,Database administration training,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,5 to 10 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,High,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,5 to 10 years,1000+,Technology (non-Software),North America,,,,,Database administration training,,,,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,,,,,Difficult,Don't know,Don't know,Difficult,Neither high nor low,Low,Don't know,Neither high nor low
Developer,20+ years,1 to 10,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,51 to 100,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Data Professional,20+ years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,,,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Other,20+ years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Don't know,We don't have agile development teams,We don't have ad-hoc development teams,High,Don't know,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,"two developers with DBMS responsibilities, no official DBA positions",Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,1 to 10,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Technology (non-Software),North America,,,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Difficult,Difficult,Low,Low,Low,Very low
Developer,10 to 20 years,1 to 10,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,5 to 10 years,1 to 10,Shipping,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,1000+,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,11 to 50,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,10 to 20 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,501 to 1000,Technology (non-Software),North America,,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Very difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,Mentoring by data professionals,,Pairing with data professionals,,We have database architects paired / at the same level as software architects to enforce proper usage,,,,Development training,,,Pairing with developers,,"We place them in the same team, forcing them to work together inside a sprint.",Neither easy nor difficult,Difficult,Easy,Neither easy nor difficult,Low,High,High,Low
Project Manager,20+ years,51 to 100,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,We don't have agile development teams,Very difficult,Low,Very low,We don't have agile development teams,Very low
Project Manager,20+ years,11 to 50,Manufacturing,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,11 to 50,Software,North America,,,,,,,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Other,20+ years,51 to 100,Other,North America,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Difficult,Neither easy nor difficult,Low,Neither high nor low,Neither high nor low,Very low
Project Manager,20+ years,1000+,Technology (non-Software),North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,20+ years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Don't know,Neither easy nor difficult,We don't have agile development teams,Difficult,Very low,Low,We don't have agile development teams,Very low
Developer,20+ years,1000+,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Very easy,Very easy,Low,Low,Neither high nor low,Very low
Developer,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,,,,,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,,,We don't have traditional development teams,Easy,Don't know,Don't know,Very high,Very high,Very high,Very high
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Difficult,We don't have ad-hoc development teams,Neither high nor low,Low,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,1000+,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Very high,Very high,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,,,We don't have traditional development teams,Easy,We don't have agile development teams,Difficult,We don't have traditional development teams,Very low,We don't have agile development teams,Very low
Developer,10 to 20 years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Other,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,1000+,Manufacturing,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Very difficult,Very difficult,Don't know,High,Neither high nor low,Low,Very low
Developer,20+ years,101 to 500,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Business Stakeholder,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know
Modeler (Analyst/Designer/Architect),20+ years,101 to 500,Manufacturing,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,"For my company, ""data professionals"" refers to DBAs -- we don't really have any data analysts, data models are created by a team at our parent company",Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,11 to 50,Manufacturing,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Don't know,Very difficult,High,Low,Don't know,Don't know
Developer,20+ years,11 to 50,Other,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,Easy,We don't have traditional development teams,We don't have iterative development teams,Low,Very low
Project Manager,20+ years,51 to 100,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Don't know,Don't know,Don't know,Low,Neither high nor low,Don't know,Don't know
Team Lead/Scrum Master,20+ years,1000+,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,,,Difficult,Difficult,Difficult,Very difficult,High,Don't know,Don't know,Don't know
Other,5 to 10 years,501 to 1000,IT Consulting,North America,,,,Data modeling training,,Mentoring by data professionals,,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Neither easy nor difficult,Low,Neither high nor low,Don't know,Don't know
Business Stakeholder,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,,,,,,We don't distinguish between data professionals and developers,,,Development training,,,,,,We don't have traditional development teams,We don't have iterative development teams,Easy,Very easy,We don't have traditional development teams,We don't have iterative development teams,High,Very high
Developer,20+ years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,10 to 20 years,1000+,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Operations/Support,10 to 20 years,51 to 100,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Don't know,Don't know,Easy,Don't know,Don't know,Don't know,Don't know,Don't know
Developer,20+ years,1000+,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Easy,High,Neither high nor low,Neither high nor low,High
Data Professional,10 to 20 years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,1000+,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,We don't have agile development teams,Difficult,Neither high nor low,Neither high nor low,We don't have agile development teams,Neither high nor low
Developer,10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,Neither easy nor difficult,Difficult,Low,Low,Low,Low
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Software,South/Central America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1000+,IT Consulting,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Don't know,Don't know,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,51 to 100,Government,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Difficult,Difficult,Neither easy nor difficult,High,High,High,High
Developer,10 to 20 years,1000+,IT Consulting,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,51 to 100,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Low,Low,Low,Low
Developer,10 to 20 years,101 to 500,Government,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Operations/Support,10 to 20 years,1000+,Other,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Very high,We don't have agile development teams,Very high
Team Lead/Scrum Master,10 to 20 years,101 to 500,Other,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Easy,Very easy,Very difficult,Low,Neither high nor low,High,Very low
Developer,10 to 20 years,1 to 10,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Very difficult,Neither high nor low,Neither high nor low,High,Neither high nor low
Developer,10 to 20 years,51 to 100,Government,Europe,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,High,High,High,High
Other,20+ years,101 to 500,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Low,Low,Very low,Very low
Developer,20+ years,51 to 100,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,,,,,We don't distinguish between data professionals and developers,,,Development training,,,,,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Team Lead/Scrum Master,20+ years,1 to 10,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,,,,,,Pairing with developers,,,Difficult,Difficult,Difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,20+ years,1000+,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know
Developer,10 to 20 years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,High,We don't have agile development teams,We don't have ad-hoc development teams
Data Professional,20+ years,11 to 50,Shipping,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Don't know,Low,Very low,Very low,Don't know
Developer,20+ years,11 to 50,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Data Professional,10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Neither easy nor difficult,We don't have iterative development teams,Easy,Difficult,Neither high nor low,We don't have iterative development teams,Neither high nor low,Neither high nor low
Business Stakeholder,20+ years,1 to 10,e-Commerce,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,Development training,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Easy,Very low,Very low,Very low,Very low
Developer,20+ years,1000+,Government,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Very high,Very high,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,51 to 100,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Difficult,Low,Low,Low,Very low
Developer,20+ years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Low,Low,Low
Developer,10 to 20 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Other,10 to 20 years,101 to 500,Government,Australia/NZ,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Team Lead/Scrum Master,10 to 20 years,101 to 500,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,IT Consulting,South/Central America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,51 to 100,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,Neither easy nor difficult,Difficult,Low,Neither high nor low,We don't have agile development teams,Low
Developer,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,High,Neither high nor low,Neither high nor low,Low
IT Manager,5 to 10 years,1000+,Financial,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,51 to 100,Other,Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,High,We don't have iterative development teams,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),5 to 10 years,101 to 500,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Low,Very low,We don't have agile development teams,Low
Developer,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Easy,Easy,High,High,High,High
Developer,10 to 20 years,101 to 500,Software,North America,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,,,,,,,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Low,Low,Low,Low
Team Lead/Scrum Master,10 to 20 years,101 to 500,Government,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Don't know,Difficult,Low,Don't know,Don't know,Very low
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Financial,North America,We don't distinguish between developers and data professionals,,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Low,Low,Low
Developer,2 to 5 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,,,Data professionals don't require development skills because database access is encapsulated,Development training,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,Very low,Low,We don't have agile development teams,Very low
Developer,20+ years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Financial,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Very easy,We don't have traditional development teams,Very low,We don't have agile development teams,Very low
Modeler (Analyst/Designer/Architect),20+ years,51 to 100,Software,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Very easy,We don't have ad-hoc development teams,Very high,High,Low,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Financial,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,High
Project Manager,20+ years,51 to 100,Financial,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,High,Very high,High,Very low
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,Low,Neither high nor low,We don't have agile development teams,Low
Team Lead/Scrum Master,20+ years,1000+,Financial,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Neither easy nor difficult,Easy,Don't know,Low,Low,Low,Don't know
Team Lead/Scrum Master,10 to 20 years,1 to 10,Government,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Very difficult,Neither easy nor difficult,Low,High,Neither high nor low,Very low
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,e-Commerce,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Don't know,Don't know,Neither easy nor difficult,Low,Low,Low,Low
Developer,2 to 5 years,51 to 100,Software,Asia,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Technology (non-Software),North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Easy,Very difficult,Very high,High,Very low,Neither high nor low
Data Professional,10 to 20 years,1000+,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
Team Lead/Scrum Master,20+ years,1 to 10,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,11 to 50,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,2 to 5 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,51 to 100,e-Commerce,North America,,,,,,,,,Developers are expected to pick it up on their own,"Developers are expected to be data professionals, but data professionals are not expected to be developers",,,,,,,,Data professionals are expected to pick it up on their own,Data professionals who want to go anywhere become developers,We don't have traditional development teams,We don't have iterative development teams,Very difficult,Very difficult,We don't have traditional development teams,We don't have iterative development teams,Very low,Very low
Modeler (Analyst/Designer/Architect),5 to 10 years,1 to 10,Manufacturing,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Easy,Very low,Don't know,Don't know,Very low
Project Manager,20+ years,1000+,Other,North America,,,,,,,,Pairing with data professionals,,,,,,,,,Pairing with developers,,,Neither easy nor difficult,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Other,20+ years,51 to 100,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,11 to 50,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,"We current don't have ""data professionals"" in our development organization",We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,10 to 20 years,1000+,Financial,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Neither easy nor difficult,Don't know,Don't know,Low,Very low,Don't know,Very low
Project Manager,10 to 20 years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Team Lead/Scrum Master,20+ years,101 to 500,Financial,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Neither easy nor difficult,Neither easy nor difficult,We don't have ad-hoc development teams,Neither high nor low,Low,Low,We don't have ad-hoc development teams
Developer,20+ years,1000+,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Difficult,Difficult,Low,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,11 to 50,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
IT Manager,20+ years,1000+,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,,Most of our data professionals have been developers as well,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,High,High,We don't have agile development teams,Neither high nor low
Developer,20+ years,1 to 10,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Very low,Don't know,Don't know,Don't know
Other,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Very high,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),5 to 10 years,11 to 50,Government,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,Government,North America,,,,,Database administration training,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1 to 10,Financial,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,We don't have traditional development teams,Neither easy nor difficult,Easy,Neither easy nor difficult,We don't have traditional development teams,High,High,Low
Developer,5 to 10 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Don't know,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Developer,20+ years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,501 to 1000,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very high,Very high,Very high,Very high
Developer,Less than 2 years,1 to 10,Software,North America,,,,,,Mentoring by data professionals,,,,,,,,,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Easy,Low,Low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,51 to 100,Manufacturing,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,1000+,Manufacturing,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,Easy,Easy,Difficult,We don't have traditional development teams,Neither high nor low,Neither high nor low,Neither high nor low
IT Manager,20+ years,51 to 100,Other,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,,Pairing with other data professionals who have development skills,,,,Difficult,Don't know,Don't know,Neither easy nor difficult,Neither high nor low,Don't know,Don't know,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,51 to 100,Other,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Easy,We don't have iterative development teams,Very easy,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Neither high nor low,Very low
Modeler (Analyst/Designer/Architect),10 to 20 years,101 to 500,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,,,,Development training,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Easy,Difficult,Difficult,Difficult,High,Neither high nor low,Low,Very low
Other,20+ years,101 to 500,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Very difficult,We don't have iterative development teams,Very easy,We don't have ad-hoc development teams,High,We don't have iterative development teams,High,We don't have ad-hoc development teams
Other,20+ years,501 to 1000,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,High,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,Database administration training,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1000+,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Very difficult,Neither high nor low,Neither high nor low,Neither high nor low,Low
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Very easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
IT Manager,20+ years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Very difficult,Very difficult,Very difficult,Very low,Very low,Very low,Very low
Developer,10 to 20 years,11 to 50,Manufacturing,North America,,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,101 to 500,Other,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,Pairing with developers,,,Difficult,Difficult,We don't have agile development teams,Difficult,Neither high nor low,Neither high nor low,We don't have agile development teams,Neither high nor low
Team Lead/Scrum Master,20+ years,51 to 100,Government,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,Developers are taught enough about the database to (in theory) access it as efficiently as possible,,Data professionals don't require development skills because development activities are left to developres,,,,,,,"However, almost all the data professionals come from a developer background",Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,101 to 500,Financial,North America,,,,Data modeling training,,,,,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,Very low
Developer,20+ years,11 to 50,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,,,Easy,Very easy,Very easy,Difficult,Very high,Low,Neither high nor low,Low
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,20+ years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Difficult,Don't know,Don't know,Difficult,High,High,Low,High
Team Lead/Scrum Master,20+ years,1000+,Government,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,We don't have agile development teams,Easy,High,High,We don't have agile development teams,Neither high nor low
IT Manager,10 to 20 years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,Financial,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,"If they ask, we hellp, but mostly they don't want to know how.",Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,Very low,Low,We don't have agile development teams,Low
Developer,20+ years,51 to 100,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,10 to 20 years,101 to 500,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Low,Very low,Low,Very low
Developer,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,High
Developer,20+ years,51 to 100,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Easy,Easy,Very easy,Neither high nor low,High,High,Neither high nor low
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,Neither high nor low,Very low,Neither high nor low
QA/Test,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Very easy,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,11 to 50,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,High,High,Low
Developer,20+ years,1 to 10,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Very difficult,We don't have iterative development teams,We don't have agile development teams,Very difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,101 to 500,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1000+,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know,Don't know
Developer,20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Low,Low,Low
Operations/Support,20+ years,501 to 1000,Other,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,Data professionals don't require development skills because database access is encapsulated,Development training,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,5 to 10 years,11 to 50,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Data Professional,5 to 10 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,51 to 100,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Low,Low,Neither high nor low,Low
Project Manager,20+ years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Very difficult,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Business Stakeholder,20+ years,11 to 50,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,High,High,High,High
Developer,5 to 10 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
QA/Test,10 to 20 years,1000+,Software,North America,We don't distinguish between developers and data professionals,,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Operations/Support,20+ years,11 to 50,Technology (non-Software),North America,,,,,,Mentoring by data professionals,,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Don't know,Don't know,Neither high nor low,Neither high nor low,Don't know,Don't know
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Manufacturing,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,,Pairing with developers,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Data Professional,10 to 20 years,11 to 50,Other,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,"We have a separate data modeler and database staff, but developers write dml code.",,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,20+ years,1 to 10,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Technology (non-Software),North America,,,,,,Mentoring by data professionals,,,,,,,,,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Neither high nor low,High,High,Very low
IT Manager,20+ years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,501 to 1000,Manufacturing,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Manufacturing,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,We don't have agile development teams,Difficult,Very low,Very low,We don't have agile development teams,Very low
Developer,20+ years,1000+,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,High,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Project Manager,10 to 20 years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Easy,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,High,High,We don't have ad-hoc development teams
Data Professional,5 to 10 years,501 to 1000,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Very easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Other,5 to 10 years,101 to 500,Other,South/Central America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Manufacturing,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Easy,Easy,High,Neither high nor low,Neither high nor low,Low
Data Professional,20+ years,1000+,Financial,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,High,Neither high nor low,Don't know,Don't know
IT Manager,20+ years,101 to 500,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,This is not really applicable to the products our team develops,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Don't know,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,High,We don't have agile development teams,We don't have ad-hoc development teams
Other,20+ years,51 to 100,Financial,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Don't know,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Don't know,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),5 to 10 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Don't know,Neither easy nor difficult,Difficult,Neither high nor low,Neither high nor low,Don't know,Very low
IT Manager,20+ years,1000+,Government,North America,,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,We consider data and database integration a core competency.  The vast majority of our apps require it.,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Easy,Very high,Very high,Very low,Very low
QA/Test,5 to 10 years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,IT Consulting,Europe,,Developers don't require data skills because data activities are left to data professionals,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Easy,Neither easy nor difficult,Difficult,We don't have ad-hoc development teams,High,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Team Lead/Scrum Master,10 to 20 years,1000+,Retail,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Very difficult,Low,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,101 to 500,Other,North America,,,,,Database administration training,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Very difficult,Very difficult,Very difficult,Difficult,Low,Very low,Very low,Very low
Developer,10 to 20 years,11 to 50,Technology (non-Software),Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,51 to 100,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,we do no database-oriented activities other than infrastructure-related (internal) support,,,,,,,,Data professionals are expected to pick it up on their own,we have no data professionals,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very high,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,101 to 500,Other,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,Very low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,20+ years,1000+,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,11 to 50,Manufacturing,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,High,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Team Lead/Scrum Master,20+ years,1000+,IT Consulting,North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Don't know,Difficult,Don't know,Neither high nor low,Don't know,Low,Don't know
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Technology (non-Software),North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,"The production DB servers are IT managed by Data Professionals, but there is little to no involvment in the dev cycle.",,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Easy,Difficult,Low,Low,Very low,Very low
Developer,20+ years,11 to 50,Technology (non-Software),North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,5 to 10 years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,,,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Low,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,1000+,Technology (non-Software),North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Easy,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,High,High,High
Project Manager,10 to 20 years,1000+,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,Don't know,Don't know,Low,Low,Don't know,Don't know
QA/Test,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,Easy,Easy,Easy,We don't have traditional development teams,We don't have iterative development teams,High,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Difficult,Neither high nor low,Don't know,Don't know,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Other,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,Very difficult,Easy,Neither high nor low,Low,Very low,Very low
Developer,10 to 20 years,101 to 500,Other,Europe,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Easy,Low,Neither high nor low,Low,Very low
Data Professional,20+ years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very high
Developer,20+ years,1 to 10,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Easy,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Financial,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Low,We don't have iterative development teams,We don't have agile development teams,Low
Team Lead/Scrum Master,10 to 20 years,51 to 100,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,High,High,Low,Very low
Developer,10 to 20 years,101 to 500,e-Commerce,North America,,,,,,Mentoring by data professionals,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Easy,Easy,Easy,Neither high nor low,Neither high nor low,Low,Very low
Developer,20+ years,11 to 50,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,We don't have agile development teams,Very difficult,Low,Low,We don't have agile development teams,Low
Developer,20+ years,11 to 50,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Difficult,High,High,We don't have agile development teams,High
Developer,2 to 5 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,5 to 10 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Developer,20+ years,501 to 1000,Manufacturing,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,,,"I do not work with ""data professionals""",Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Low,Low
Developer,5 to 10 years,501 to 1000,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Very difficult,High,High,High,Low
Data Professional,20+ years,11 to 50,Other,North America,,,,,Database administration training,Mentoring by data professionals,,Pairing with data professionals,,,,,,Development training,Mentoring by developers,,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,High,High,High,High
Developer,20+ years,1 to 10,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Difficult,Very low,Very low,Very low,Very low
Team Lead/Scrum Master,20+ years,501 to 1000,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,Data modeling training,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Don't know,Don't know,We don't have traditional development teams,We don't have iterative development teams,Don't know,Don't know
Developer,20+ years,51 to 100,Government,North America,,Developers don't require data skills because data activities are left to data professionals,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),20+ years,101 to 500,Financial,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,Neither high nor low
QA/Test,5 to 10 years,51 to 100,Government,Asia,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,1 to 10,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Data Professional,Less than 2 years,101 to 500,Financial,North America,,,,Data modeling training,Database administration training,,,,,,,,,Development training,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Easy,Difficult,Low,Low,Low,Neither high nor low
Developer,20+ years,1 to 10,Government,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,20+ years,501 to 1000,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Don't know,Don't know,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Project Manager,10 to 20 years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,51 to 100,Other,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Low,Low,Low
Team Lead/Scrum Master,20+ years,101 to 500,Software,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,,Pairing with other data professionals who have development skills,,,,Very easy,Easy,Don't know,Neither easy nor difficult,High,High,Don't know,Low
Operations/Support,20+ years,51 to 100,Technology (non-Software),North America,,,,,Database administration training,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,High,High,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Operations/Support,10 to 20 years,1000+,Government,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
QA/Test,20+ years,1 to 10,Software,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,Neither high nor low,Don't know,Don't know,Don't know
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,Easy,Neither easy nor difficult,Difficult,Neither easy nor difficult,High,High,Low,Low
Developer,10 to 20 years,51 to 100,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Very difficult,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,11 to 50,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Team Lead/Scrum Master,10 to 20 years,101 to 500,Software,Europe,,,,,,,,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,,,Neither easy nor difficult,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,Very low,We don't have iterative development teams,Low,We don't have ad-hoc development teams
IT Manager,20+ years,1 to 10,Government,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Easy,Easy,Easy,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,10 to 20 years,501 to 1000,Other,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,20+ years,11 to 50,Shipping,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
IT Manager,20+ years,1 to 10,Other,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,,,,,We don't have traditional development teams,We don't have iterative development teams,Very easy,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,Low,Neither high nor low
Developer,20+ years,11 to 50,Financial,North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Very low,Very low,Very low,Very low
Developer,5 to 10 years,1 to 10,Manufacturing,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,"we don't do much data work, in any case.",We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Other,10 to 20 years,101 to 500,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Project Manager,20+ years,11 to 50,IT Consulting,North America,,,,Data modeling training,,Mentoring by data professionals,,,,,,,,,Mentoring by developers,,Pairing with developers,,,We don't have traditional development teams,Easy,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,Neither high nor low,Neither high nor low,We don't have ad-hoc development teams
Other,10 to 20 years,1 to 10,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,Development training,,,,Data professionals are expected to pick it up on their own,,Very difficult,Very difficult,Difficult,Difficult,Low,Very low,Very low,Very low
Developer,20+ years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Don't know,Don't know,Don't know,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Software,North America,,,,Data modeling training,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,Development training,,,,,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Low,High
IT Manager,20+ years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Don't know,Very low,Very low,Very low,Low
Developer,20+ years,1000+,Software,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Project Manager,20+ years,501 to 1000,Manufacturing,North America,We don't distinguish between developers and data professionals,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Difficult,High,High,Low,Very low
IT Manager,20+ years,501 to 1000,Software,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Very high,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),5 to 10 years,1000+,Financial,Europe,,Developers don't require data skills because data activities are left to data professionals,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Low,Low,Don't know,Low
Team Lead/Scrum Master,10 to 20 years,101 to 500,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Financial,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Very easy,Very easy,Neither easy nor difficult,Neither easy nor difficult,Very low,Neither high nor low,High,Neither high nor low
Developer,5 to 10 years,1000+,Financial,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Very low,Very low,Very low,Very low
Developer,10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Easy,Low,Neither high nor low,Neither high nor low,Very low
Business Stakeholder,10 to 20 years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,Don't know,Difficult,We don't have traditional development teams,We don't have iterative development teams,Low,Low
Developer,20+ years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Government,North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,Neither high nor low,Neither high nor low,High,High
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Retail,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Don't know,Don't know,Don't know,Don't know,High,High,Don't know,Don't know
Developer,20+ years,1 to 10,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
IT Manager,10 to 20 years,101 to 500,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Neither easy nor difficult,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Low,We don't have ad-hoc development teams
Developer,10 to 20 years,501 to 1000,Financial,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Easy,Neither easy nor difficult,Difficult,Easy,Low,Low,Low,Neither high nor low
IT Manager,20+ years,1 to 10,e-Commerce,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Very difficult,Difficult,Don't know,Don't know,Low,Low,Don't know,Neither high nor low
Modeler (Analyst/Designer/Architect),10 to 20 years,501 to 1000,Software,North America,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Difficult,Easy,Neither high nor low,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,1000+,Other,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Difficult,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Financial,North America,,,,,Database administration training,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,We don't have agile development teams,We don't have ad-hoc development teams,High,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,501 to 1000,Software,North America,,Developers don't require data skills because data activities are left to data professionals,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Operations/Support,10 to 20 years,11 to 50,Software,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,,,,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,,,,Don't know,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Neither high nor low,Neither high nor low,We don't have agile development teams,Neither high nor low
Developer,20+ years,1000+,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,Easy,We don't have agile development teams,Neither easy nor difficult,High,High,We don't have agile development teams,We don't have ad-hoc development teams
QA/Test,2 to 5 years,51 to 100,Government,North America,,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,Very difficult,Very difficult,Very difficult,Very difficult,Very low,Very low,Very low,Very low
Data Professional,20+ years,1 to 10,IT Consulting,North America,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Difficult,Low,Neither high nor low,Neither high nor low,Very low
Modeler (Analyst/Designer/Architect),20+ years,11 to 50,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Easy,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,Low,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Operations/Support,20+ years,1000+,Software,Australia/NZ,We don't distinguish between developers and data professionals,,,,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,Mentoring by developers,,,,,Don't know,Don't know,Don't know,Don't know,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,1 to 10,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,1000+,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,5 to 10 years,101 to 500,e-Commerce,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,We don't have traditional development teams,We don't have iterative development teams,Very easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,20+ years,101 to 500,Government,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,Difficult,Difficult,Low,Low,Low,Low
IT Manager,10 to 20 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,We don't have agile development teams,Difficult,Neither high nor low,Low,We don't have agile development teams,Low
Operations/Support,10 to 20 years,101 to 500,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),20+ years,1000+,Government,North America,,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Don't know,Don't know,Difficult,High,Don't know,Don't know,Don't know
Developer,Less than 2 years,11 to 50,Other,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,Development training,,,,,,Difficult,Difficult,We don't have agile development teams,We don't have ad-hoc development teams,Very high,Very high,We don't have agile development teams,We don't have ad-hoc development teams
IT Manager,10 to 20 years,501 to 1000,Other,North America,,,,Data modeling training,,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Easy,Easy,Neither easy nor difficult,Low,Neither high nor low,High,High
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,,Pairing with developers,,,Difficult,Neither easy nor difficult,We don't have agile development teams,Easy,Neither high nor low,Low,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,e-Commerce,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Difficult,Neither high nor low,Neither high nor low,Neither high nor low,High
Modeler (Analyst/Designer/Architect),10 to 20 years,1 to 10,Technology (non-Software),North America,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,No data professionals here,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Neither high nor low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Government,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,Pairing with other data professionals who have development skills,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,Easy,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Developer,Less than 2 years,1 to 10,Technology (non-Software),Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,10 to 20 years,1 to 10,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,Easy,Difficult,Low,Low,Very low,Very low
Developer,5 to 10 years,1000+,Software,Asia,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),2 to 5 years,11 to 50,Financial,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,101 to 500,Software,Europe,,Developers don't require data skills because data activities are left to data professionals,,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Difficult,We don't have agile development teams,Very difficult,We don't have traditional development teams,High,We don't have agile development teams,Low
Developer,2 to 5 years,11 to 50,Financial,South/Central America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Difficult,Easy,Easy,Neither easy nor difficult,Very low,Neither high nor low,Neither high nor low,Low
IT Manager,2 to 5 years,1 to 10,Software,Asia,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,,,,,,,,,Pairing with other data professionals who have development skills,Pairing with developers,,,Neither easy nor difficult,Difficult,Neither easy nor difficult,Easy,High,Neither high nor low,Low,Low
Team Lead/Scrum Master,10 to 20 years,101 to 500,Other,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,51 to 100,Retail,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Very easy,Very easy,Very difficult,Neither easy nor difficult,Very high,Neither high nor low,Very low,Very low
Other,20+ years,101 to 500,Software,North America,,,,,,,Pairing with other developers who have data skills,,,,,,,,Mentoring by developers,,,,,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Very easy,Neither high nor low,High,Very low,Low
Project Manager,2 to 5 years,1 to 10,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Modeler (Analyst/Designer/Architect),5 to 10 years,1000+,Software,Asia,,,,Data modeling training,Database administration training,,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,,,Easy,Neither easy nor difficult,Easy,Very difficult,High,Neither high nor low,Don't know,Don't know
Developer,2 to 5 years,1000+,e-Commerce,Asia,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,Mentoring by developers,,,Data professionals are expected to pick it up on their own,,Very easy,Neither easy nor difficult,Difficult,Easy,Low,High,Neither high nor low,Don't know
Modeler (Analyst/Designer/Architect),20+ years,501 to 1000,Government,North America,,,,Data modeling training,Database administration training,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,,,Development training,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Neither easy nor difficult,Neither easy nor difficult,Very difficult,Low,Neither high nor low,Neither high nor low,Low
Project Manager,20+ years,1 to 10,IT Consulting,South/Central America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,11 to 50,Manufacturing,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Project Manager,20+ years,11 to 50,Financial,Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Neither high nor low
Developer,5 to 10 years,11 to 50,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Team Lead/Scrum Master,5 to 10 years,1 to 10,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Don't know,Don't know,Low,Neither high nor low,Don't know,Very low
Team Lead/Scrum Master,10 to 20 years,101 to 500,Financial,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1 to 10,Shipping,Australia/NZ,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,Less than 2 years,11 to 50,Software,Asia,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither easy nor difficult,Neither high nor low,Neither high nor low,Neither high nor low,Low
Developer,10 to 20 years,51 to 100,Other,North America,,,,,,,,,Developers are expected to pick it up on their own,DBA activities specific to maintenance (not data modelling) are handled by a specific DBA group.,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,10 to 20 years,11 to 50,Government,North America,,,,Data modeling training,,,,,,,,,,Development training,,,,,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Software,South/Central America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Difficult,Don't know,Don't know,Difficult,Low,Low,Don't know,Very low
Developer,10 to 20 years,11 to 50,Manufacturing,North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,Easy,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
Developer,10 to 20 years,1 to 10,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,10 to 20 years,11 to 50,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,5 to 10 years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,1000+,Other,North America,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Difficult,Difficult,We don't have agile development teams,Difficult,Low,Low,We don't have agile development teams,Low
Data Professional,20+ years,11 to 50,IT Consulting,North America,We don't distinguish between developers and data professionals,,,Data modeling training,Database administration training,,,,,,,,,Development training,Mentoring by developers,,Pairing with developers,,,Difficult,Difficult,Difficult,Difficult,Low,We don't have iterative development teams,High,We don't have ad-hoc development teams
Developer,10 to 20 years,501 to 1000,Government,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,Mentoring by developers,Pairing with other data professionals who have development skills,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Don't know,Neither high nor low,Neither high nor low,Don't know,Don't know
Developer,5 to 10 years,11 to 50,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,,,,,,Development training,Mentoring by developers,,Pairing with developers,,,Neither easy nor difficult,Neither easy nor difficult,Don't know,Very difficult,Low,Low,Don't know,Very low
Developer,10 to 20 years,1 to 10,Software,Europe,We don't distinguish between developers and data professionals,,,,,,Pairing with other developers who have data skills,,,,We don't distinguish between data professionals and developers,,,,,Pairing with other data professionals who have development skills,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,Low,We don't have agile development teams,Neither high nor low
Developer,5 to 10 years,1 to 10,Other,North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Developer,2 to 5 years,11 to 50,Software,Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,10 to 20 years,1000+,Other,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Difficult,Difficult,Don't know,Difficult,Low,Low,Don't know,Very low
Developer,5 to 10 years,501 to 1000,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,Development training,,,,,"Since I am a developer, I do not know the answer. I had to choose so I guessed.",Don't know,Don't know,Don't know,Very easy,Don't know,Don't know,Don't know,Don't know
Project Manager,10 to 20 years,11 to 50,Government,South/Central America,,Developers don't require data skills because data activities are left to data professionals,,,,,,Pairing with data professionals,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,Easy,Very low,Neither high nor low,We don't have agile development teams,Very low
Developer,20+ years,51 to 100,Government,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,1 to 10,Technology (non-Software),North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Other,10 to 20 years,101 to 500,Technology (non-Software),Europe,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,2 to 5 years,11 to 50,Government,Europe,,Developers don't require data skills because data activities are left to data professionals,Developers don't require data skills because database access is encapsulated,,,,,,,,,Data professionals don't require development skills because development activities are left to developres,Data professionals don't require development skills because database access is encapsulated,,,,,,,Easy,Easy,Easy,Easy,Neither high nor low,High,Neither high nor low,Neither high nor low
Developer,10 to 20 years,11 to 50,Technology (non-Software),Europe,,,,,,,,,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,in fact no data professional is employed here.,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Low
Developer,20+ years,11 to 50,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither easy nor difficult,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Neither high nor low
Modeler (Analyst/Designer/Architect),20+ years,1000+,Software,South/Central America,,,,,,,Pairing with other developers who have data skills,,,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,Difficult,Difficult,Easy,Neither high nor low,Low,Neither high nor low,High
Project Manager,10 to 20 years,1000+,Technology (non-Software),North America,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,We don't have traditional development teams,Neither easy nor difficult,We don't have agile development teams,We don't have ad-hoc development teams,We don't have traditional development teams,High,We don't have agile development teams,We don't have ad-hoc development teams
Developer,20+ years,11 to 50,Technology (non-Software),Europe,We don't distinguish between developers and data professionals,,,,,,,,,,We don't distinguish between data professionals and developers,,,,,,,,,Neither easy nor difficult,We don't have iterative development teams,Difficult,We don't have ad-hoc development teams,Low,We don't have iterative development teams,Neither high nor low,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),10 to 20 years,1000+,Software,Asia,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,,,Very difficult,Very easy,We don't have agile development teams,We don't have ad-hoc development teams,Low,Low,We don't have agile development teams,We don't have ad-hoc development teams
Modeler (Analyst/Designer/Architect),20+ years,1000+,Software,North America,,,,,,,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,,,,,,,,Data professionals are expected to pick it up on their own,,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Easy,We don't have traditional development teams,We don't have iterative development teams,We don't have agile development teams,Very low
Modeler (Analyst/Designer/Architect),2 to 5 years,51 to 100,IT Consulting,Europe,We don't distinguish between developers and data professionals,,,,,,,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,,,,,Data professionals are expected to pick it up on their own,,Very difficult,We don't have iterative development teams,We don't have agile development teams,Difficult,Very low,We don't have iterative development teams,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),20+ years,101 to 500,Retail,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,,,,,,,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Difficult,We don't have agile development teams,Difficult,Low,Low,We don't have agile development teams,Low
Modeler (Analyst/Designer/Architect),10 to 20 years,11 to 50,Government,North America,We don't distinguish between developers and data professionals,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,,Developers are expected to pick it up on their own,,We don't distinguish between data professionals and developers,,,Development training,,,Pairing with developers,Data professionals are expected to pick it up on their own,,Neither easy nor difficult,Easy,Easy,Difficult,Low,Neither high nor low,Neither high nor low,Low
Developer,Less than 2 years,11 to 50,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
Developer,20+ years,51 to 100,Government,North America,,,,,,,,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Easy,We don't have iterative development teams,Very easy,Very easy,Low,We don't have iterative development teams,Neither high nor low,Very low
Developer,20+ years,1 to 10,Software,North America,,,,,,,,,,,,,,,,,,,,,,,,,,,
IT Manager,10 to 20 years,51 to 100,Software,North America,,,,,,Mentoring by data professionals,Pairing with other developers who have data skills,Pairing with data professionals,Developers are expected to pick it up on their own,,,Data professionals don't require development skills because development activities are left to developres,,,,,,,,Difficult,We don't have iterative development teams,We don't have agile development teams,Very difficult,Neither high nor low,We don't have iterative development teams,We don't have agile development teams,Very low