Which best describes your current position?,How many years of experience in IT do you Have?,Number of IT people in your organization,Which continent do you currently work in?,Which sector is your organization primarily in?,"Does your organization have a data group (it might also be called a data management group, a database administration group, .)?","What do you think of the level of service which your data group is currently providing? (1 = Very Poor, 5 = Excellent)",Do application development teams ever choose to go around your data group and design the database themselves?,Does your organization provide data-oriented training and/or mentoring to application developers?,Does your organization provide development-oriented training and/or mentoring to data professionals?,Does your organization consider data to be an important asset?,Does your organization have a regression test suite in place to help ensure data quality?,Are developers able to run the regression test suite for your database(s) during development iterations whenever they need to?,"Has your data group, or IT management if you have no data group, ever discussed the need to put a database regression test suite in place to help ensure data quality? ",Does your organization implement mission-critical functionality as stored procedures/functions?,Does your organization have a regression test suite in place to validate this functionality?,Are developers able to run the regression test suite for your database(s) during development iterations whenever they need to?,"Has your data group, or IT management if you have no data group, ever discussed the need to put a database regression test suite in place to ensure that the stored procedures actually work? ","Do your production data sources have any design, architecture, or data quality problems?","What strategy, if any, does your organization have for addressing the existing problems with your production data sources?",,"If you have a data group in your organization, taking your answers to the questions within this survey into account, now what do you think of the level of service which your data group is currently providing? (1 = Very Poor, 5 = Excellent)" Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Response,Open-Ended Response ,Response Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,20+ years,1000+,North America,Private,Yes,4,No,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,11 to 50,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,Yes,No,,,3 IT Management,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,10 to 20 years,101 to 500,North America,Private,Yes,4,No,No,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,, Project Manager,20+ years,1 to 10 ,North America,Private,No,4,No,Yes,No,Yes,No,,No,Yes,No,,No,Yes,,, Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,5 to 10 years,1000+,North America,Private,Yes,3,Yes,Yes,No,Yes,Yes,No,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,3 IT Management,20+ years,1000+,North America,Private,Yes,4,No,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Data Professional,10 to 20 years,1000+,North America,Public (Government),No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,, Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Data Professional,20+ years,1000+,South America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We have no strategy,,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,Yes,Yes,No,,No,No,,,3 Other,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,No,,,,No,,, Project Manager,20+ years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, Developer,2 to 5 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Data Professional,10 to 20 years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 Data Professional,20+ years,11 to 50,North America,Private,No,,,No,No,No,,,,No,,,,Yes,We have no strategy,,3 Quality Assurance,20+ years,51 to 100,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,Yes,,,,,,,, Developer,10 to 20 years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,51 to 100,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1000+,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Project Manager,20+ years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,Other (please specify),"Problems are fairly minor, so efforts to fix them would probably not justify the cost.",3 Developer,20+ years,101 to 500,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,Yes,No,,No,No,,,3 Project Manager,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 IT Management,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,Yes,,No,,,3 Other,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,Yes,Yes,Yes,No,,Yes,,, Developer,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Project Manager,10 to 20 years,1000+,North America,Public (Government),No,,,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,10 to 20 years,1000+,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,,2 Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,5 Quality Assurance,20+ years,501 to 1000,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,No,,,4 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,No,No,,,4 Developer,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,No,,,,No,,,4 Developer,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,4 Developer,20+ years,101 to 500,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,,,,,,,,, Developer,5 to 10 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,No,,,,Yes,Other (please specify),"It is developer specific; there are standard strategies that the developers use to address issues. However, most issues revolve around changing requirements and fixed strategies tend to be brittle here.",4 Developer,10 to 20 years,1000+,North America,Private,Yes,1,Yes,No,No,Yes,Yes,No,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,1 Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,20+ years,1 to 10 ,North America,Private,Yes,2,Yes,No,No,Yes,Yes,No,,No,,,,No,,,2 Developer,Less than 2 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,5 to 10 years,501 to 1000,North America,Private,Yes,3,No,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,2 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,, Developer,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,4 Other,5 to 10 years,501 to 1000,North America,Private,Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,No,No,No,Yes,No,,No,No,,,,No,,, Operations/Support Staff,5 to 10 years,101 to 500,North America,Public (Government),Yes,2,No,No,No,Yes,No,,No,Yes,No,,No,No,,,2 IT Management,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 IT Management,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,5 to 10 years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,101 to 500,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 IT Management,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,, Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,5 to 10 years,1000+,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,, IT Management,20+ years,501 to 1000,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,2 Data Professional,20+ years,51 to 100,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,3,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,4 IT Management,5 to 10 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Project Manager,20+ years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,None,1 to 10 ,North America,Private,No,,,No,No,No,No,Yes,No,No,,,,No,,, Developer,10 to 20 years,51 to 100,North America,Private,Yes,2,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Project Manager,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,20+ years,11 to 50,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 IT Management,20+ years,1 to 10 ,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Other,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, Developer,2 to 5 years,1000+,North America,Public (Government),Yes,2,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,2 Developer,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,4,No,Yes,No,Yes,Yes,No,,Yes,No,,Yes,No,,,4 Project Manager,10 to 20 years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,11 to 50,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,,Yes,Other (please specify),We try to compartmentalize the data so that a change for one application has the least impact possible.,4 Developer,20+ years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,No,,,,No,,,3 Data Professional,10 to 20 years,11 to 50,North America,Public (Government),Yes,5,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,5 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Developer,5 to 10 years,1 to 10 ,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,No,,,,No,,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Other,Less than 2 years,51 to 100,North America,Private,No,,,No,No,No,,,,Yes,Yes,Yes,,Yes,We have no strategy,,1 Developer,Less than 2 years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,,,,,,,,,,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, IT Management,20+ years,51 to 100,North America,Private,Yes,5,No,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Data Professional,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,2 to 5 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,No,,,,Yes,Other (please specify),"Addressed on an ad-hoc, as needed basis.",4 Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 IT Management,2 to 5 years,1 to 10 ,North America,Private,Yes,2,Yes,No,Yes,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,2 Developer,2 to 5 years,11 to 50,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),data warehousing is used sort of like a check for incorrect data,3 Developer,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,Other (please specify),"The info in the DB is for development support only, not critical to our primary product.",3 Data Professional,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Operations/Support Staff,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Data Professional,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,2 Developer,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,, Other,10 to 20 years,501 to 1000,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Operations/Support Staff,20+ years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,No,,,5 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,3 IT Management,5 to 10 years,1000+,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,, Data Professional,20+ years,501 to 1000,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,Other (please specify),We intend to evolve the data sources over time but have no real time table. We have Data Quality measures in place to improve the quality., Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,20+ years,1000+,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,1 IT Management,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,No,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,2 to 5 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,Yes,Yes,,No,,, IT Management,5 to 10 years,501 to 1000,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,2 to 5 years,501 to 1000,North America,Public (Government),Yes,2,Yes,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We have no strategy,,2 Project Manager,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,1 Project Manager,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,No,Yes,Other (please specify),It is on the book of work for addressing in the near future.,2 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,11 to 50,North America,Public (Government),Yes,2,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,None,11 to 50,North America,Private,No,3,Yes,No,No,Yes,No,,No,Yes,Yes,No,,No,,, Project Manager,10 to 20 years,51 to 100,North America,Public (Government),No,,,Yes,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,101 to 500,North America,Private,No,,,,,,,,,,,,,,,, IT Management,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, Data Professional,20+ years,51 to 100,North America,Private,Yes,5,Yes,No,No,Yes,No,,Yes,No,,,,Yes,Other (please specify),SAP is the main developer of our production data structures. We will be upgrading to a much more current release of SAP sometime next year. This should address some of our existing data problems.,4 IT Management,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We have no strategy,,3 Developer,10 to 20 years,1000+,North America,Private,No,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Operations/Support Staff,20+ years,11 to 50,North America,Public (Government),Yes,4,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,4 IT Management,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,, Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,1 Developer,20+ years,501 to 1000,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,11 to 50,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,11 to 50,North America,Private,Yes,3,No,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Developer,None,1 to 10 ,North America,Private,No,,,No,Yes,No,,,,No,,,,No,,,2 Operations/Support Staff,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,10 to 20 years,51 to 100,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,No,,,4 Data Professional,20+ years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Project Manager,20+ years,101 to 500,North America,Private,Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,3 Developer,None,11 to 50,North America,Private,Yes,3,No,,,,,,,,,,,,,, Developer,2 to 5 years,101 to 500,North America,Private,Yes,4,Yes,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,5 to 10 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,2 to 5 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,2 Project Manager,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,101 to 500,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,, Developer,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,No,,No,Yes,Yes,Yes,,Yes,We have no strategy,,3 Quality Assurance,20+ years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 Developer,2 to 5 years,101 to 500,North America,Private,Yes,5,Yes,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Project Manager,None,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,20+ years,1000+,North America,Private,Yes,4,No,No,Yes,Yes,Yes,No,,Yes,No,,No,Yes,We have no strategy,,3 Data Professional,20+ years,51 to 100,North America,Public (Government),No,,,Yes,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,Yes,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Other,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,,,,,,,,, Developer,20+ years,51 to 100,North America,Private,Yes,2,Yes,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Data Professional,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 IT Management,20+ years,1000+,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,,,, Developer,10 to 20 years,501 to 1000,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,, Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,Other (please specify),Data sources come from multiple vendors; our software corrects the views based on vendor., IT Management,20+ years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,101 to 500,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Project Manager,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,3 Project Manager,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,Yes,No,,No,No,,,3 Data Professional,None,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,, IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Developer,5 to 10 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Other,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,No,No,No,,,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Business Stakeholder,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Tester,5 to 10 years,501 to 1000,North America,Private,Yes,3,No,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,,, Data Professional,20+ years,1 to 10 ,South America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),Yes,3,No,No,Yes,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,20+ years,51 to 100,North America,Private,Yes,5,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 IT Management,5 to 10 years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,No,,, IT Management,20+ years,11 to 50,North America,Private,No,,,No,No,No,,,,Yes,No,,No,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,4 Developer,2 to 5 years,101 to 500,North America,Private,Yes,,,,,,,,,,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,Yes,5,No,No,No,Yes,Yes,,,,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We have no strategy,,3 Project Manager,20+ years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,Yes,No,,,,Yes,We have no strategy,,1 Project Manager,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We have no strategy,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,5,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,4 Project Manager,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,2 Other,5 to 10 years,101 to 500,North America,Private,Yes,3,No,No,No,No,,,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,No,,,5 Developer,10 to 20 years,501 to 1000,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Data Professional,5 to 10 years,101 to 500,North America,Private,Yes,5,Yes,,,,,,,,,,,,,, IT Management,10 to 20 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Operations/Support Staff,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Private,Yes,5,Yes,,,,,,,,,,,,,, IT Management,5 to 10 years,1 to 10 ,North America,Private,Yes,3,No,Yes,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,101 to 500,North America,Public (Government),Yes,4,No,Yes,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,5,No,No,No,Yes,Yes,No,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Developer,20+ years,1000+,North America,Public (Government),No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,20+ years,51 to 100,North America,Public (Government),Yes,5,Yes,No,No,Yes,No,,No,Yes,Yes,Yes,,,,, Project Manager,20+ years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,No,,,4 IT Management,20+ years,51 to 100,North America,Private,No,,,No,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),Changes are driven by end-user requests,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,Yes,We have no strategy,, IT Management,20+ years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,, IT Management,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,51 to 100,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,11 to 50,North America,Public (Government),Yes,5,Yes,No,No,Yes,No,,Yes,Yes,No,,No,No,,,3 Other,10 to 20 years,101 to 500,North America,Public (Government),Yes,2,No,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,3 IT Management,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,,, Developer,20+ years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Other,5 to 10 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Data Professional,20+ years,11 to 50,North America,Public (Government),Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Data Professional,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,No,,,,Yes,Other (please specify),Long term plan to develop 5 'Master Data Hubs' for key corporate data,3 IT Management,10 to 20 years,1000+,North America,Private,No,,,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, IT Management,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,4 Other,20+ years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,Other (please specify),Since the projects are for different government agencies there is no way a monolithic policy or set of procedures can be developed to address all problems which may arise depending on the data source.,3 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,2 Other,10 to 20 years,501 to 1000,North America,Public (Government),Yes,5,Yes,No,Yes,Yes,Yes,Yes,,Yes,No,,No,No,,,4 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,2 Operations/Support Staff,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Operations/Support Staff,20+ years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Other,2 to 5 years,11 to 50,North America,Public (Government),Yes,,,,,,,,,,,,,,,, IT Management,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,Yes,Yes,No,,,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1000+,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,4 IT Management,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,2 IT Management,20+ years,501 to 1000,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,No,Yes,Other (please specify),"We have a nascent strategy; however, we have multiple IT units that need to subscribe to best practices and techniques.",3 IT Management,20+ years,101 to 500,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,Yes,Yes,Yes,,No,,,4 Other,20+ years,101 to 500,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,51 to 100,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Developer,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,No,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Project Manager,10 to 20 years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,101 to 500,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,501 to 1000,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 IT Management,20+ years,501 to 1000,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,None,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We have no strategy,,2 IT Management,20+ years,101 to 500,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,10 to 20 years,1000+,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,No,,No,No,,, Developer,5 to 10 years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,2 to 5 years,1000+,North America,Public (Government),Yes,4,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Business Stakeholder,5 to 10 years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,,,,,,,, Other,20+ years,101 to 500,North America,Private,Yes,2,Yes,,,,,,,,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,20+ years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,11 to 50,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,No,,Yes,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Data Professional,10 to 20 years,51 to 100,North America,Private,Yes,5,No,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,5 IT Management,20+ years,1 to 10 ,North America,Private,Yes,2,Yes,No,Yes,Yes,No,,No,Yes,No,,No,No,,,2 Developer,10 to 20 years,51 to 100,North America,Public (Government),No,,,No,No,No,,,,No,,,,No,,,3 Developer,20+ years,11 to 50,North America,Private,No,4,Yes,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,, Data Professional,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,No,Yes,No,,No,Yes,No,,No,No,,,4 Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Operations/Support Staff,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,1 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Project Manager,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,No,,No,,,,No,,, Operations/Support Staff,5 to 10 years,501 to 1000,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,, Developer,20+ years,51 to 100,North America,Private,No,,,No,No,Yes,No,,,,,,,,,, IT Management,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Business Stakeholder,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Project Manager,5 to 10 years,11 to 50,North America,Private,Yes,2,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,Less than 2 years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,4 Operations/Support Staff,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Project Manager,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,101 to 500,North America,Private,Yes,3,No,Yes,No,Yes,No,,Yes,Yes,No,,No,No,,,2 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,, Developer,5 to 10 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,1 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Quality Assurance,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,5,No,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,4 Operations/Support Staff,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,No,,,,No,,, IT Management,5 to 10 years,501 to 1000,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,10 to 20 years,1000+,North America,Public (Government),Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Developer,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,No,,,3 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Project Manager,10 to 20 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Developer,20+ years,1 to 10 ,North America,Private,Yes,,,,,,,,,,,,,,,, Operations/Support Staff,2 to 5 years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, IT Management,2 to 5 years,1 to 10 ,North America,Private,No,,,,,,,,,,,,,,,, Data Professional,5 to 10 years,101 to 500,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,,,,, Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,No,No,,,,No,,,,No,,,4 IT Management,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,No,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,None,1 to 10 ,North America,Private,No,,,No,No,,,,,,,,,,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Project Manager,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,11 to 50,North America,Public (Government),No,,,Yes,No,Yes,Yes,No,,Yes,Yes,No,,No,,,3 Other,5 to 10 years,501 to 1000,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1000+,North America,Private,Yes,,,,,,,,,,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,1 Project Manager,20+ years,1 to 10 ,North America,Private,No,4,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,2 to 5 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,No,,,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,2 IT Management,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,Yes,No,,Yes,We have no strategy,,4 Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,, Project Manager,10 to 20 years,101 to 500,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,10 to 20 years,1000+,North America,Public (Government),Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,No,,,5 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,Other (please specify),Systems integration project,3 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,No,,,,No,,,3 Developer,10 to 20 years,101 to 500,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,5 to 10 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,,Yes,Other (please specify),case by case basis,3 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 Project Manager,Less than 2 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, IT Management,20+ years,101 to 500,North America,Public (Government),Yes,4,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,5 Developer,20+ years,1000+,North America,Private,No,4,,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,,,, Developer,10 to 20 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,Yes,Yes,,No,,, Data Professional,5 to 10 years,11 to 50,South America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Data Professional,5 to 10 years,501 to 1000,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,4 Project Manager,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,,,,,,,, Developer,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 IT Management,20+ years,1 to 10 ,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,No,,,,No,,,2 Developer,20+ years,11 to 50,North America,Private,No,,,,,,,,,,,,,,,, Developer,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,No,,,,,,,,,, Project Manager,5 to 10 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,,,,,,,,, Project Manager,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 IT Management,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,1 Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,1 Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,No,No,No,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,1000+,North America,Private,No,4,No,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,No,,, Data Professional,5 to 10 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,4 IT Management,20+ years,51 to 100,North America,Public (Government),Yes,3,Yes,,,,,,,,,,,,,, Developer,20+ years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,101 to 500,North America,Private,No,,,No,Yes,Yes,Yes,No,,Yes,No,,No,No,,, Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,No,,No,No,,,3 Data Professional,10 to 20 years,51 to 100,North America,Public (Government),Yes,5,No,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Other,20+ years,1000+,North America,Public (Government),Yes,,,,,,,,,,,,,,,, Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,Yes,No,,No,No,,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1000+,North America,Public (Government),Yes,4,Yes,No,No,No,,,,Yes,Yes,Yes,,No,,,3 Project Manager,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,101 to 500,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Project Manager,10 to 20 years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,No,,,,No,,,4 Developer,10 to 20 years,1000+,North America,Public (Government),No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,3,No,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,10 to 20 years,51 to 100,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,1 Developer,5 to 10 years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,,,,,,,,,,, Developer,10 to 20 years,1000+,North America,Private,Yes,1,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Other (please specify),None that I know of,1 Data Professional,10 to 20 years,101 to 500,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),We will be installing an MES to solve all of our problems.,3 Data Professional,20+ years,1000+,North America,Private,Yes,2,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,Other (please specify),"We are putting data quality systems in place, also we are shutting down legacy data sources",2 IT Management,20+ years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,3 Developer,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Operations/Support Staff,20+ years,101 to 500,North America,Public (Government),No,,,No,No,Yes,No,,Yes,Yes,No,,No,No,,,3 Data Professional,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),implement data quality program,3 Data Professional,20+ years,1 to 10 ,North America,Private,Yes,5,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,Other (please specify),The data problems exist in Commercial Off the Shelf products and the data has been polluted by the end users. As we implement replacement systems we purify any data that is migrated,5 Developer,10 to 20 years,1000+,North America,Private,Yes,4,No,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,101 to 500,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Other,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,1 Business Stakeholder,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Other,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,,,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,No,,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Quality Assurance,20+ years,11 to 50,North America,Private,Yes,5,No,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),We are in the process of developing a strategy and purchasing testing and requirements management tools.,4 Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,4,No,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,20+ years,1000+,North America,Private,Yes,,,,,,,,,,,,,,,, Project Manager,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,, IT Management,5 to 10 years,51 to 100,North America,Private,Yes,5,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,No,,,4 Project Manager,5 to 10 years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,10 to 20 years,1000+,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,No,Yes,No,,Yes,Yes,Other (please specify),they are looking in to the issue,2 Developer,10 to 20 years,51 to 100,North America,Public (Government),No,,,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,, Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),We work with the vendors to determine the best method to address the problem in our enviornment.,5 Quality Assurance,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, IT Management,20+ years,51 to 100,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,2 to 5 years,101 to 500,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,Yes,Yes,We have no strategy,,2 Developer,20+ years,51 to 100,North America,Private,No,,,No,Yes,No,,,,Yes,No,,Yes,Yes,We have no strategy,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,No,,,,,,,,,,,,,, Operations/Support Staff,5 to 10 years,11 to 50,North America,Public (Government),Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,1 Data Professional,20+ years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Other,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,No,,,,No,,,5 Data Professional,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,2,Yes,No,No,No,,,,Yes,No,,No,Yes,We have no strategy,,2 IT Management,20+ years,501 to 1000,North America,Private,Yes,2,No,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,No,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Business Stakeholder,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,2 Data Professional,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,,3 Developer,20+ years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,No,No,No,,,,No,,,1 Developer,10 to 20 years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,No,,,,No,,,3 Operations/Support Staff,10 to 20 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,Yes,No,,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Other,20+ years,501 to 1000,North America,Private,Yes,5,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Developer,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,4 Data Professional,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,,3 Developer,5 to 10 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 IT Management,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1 to 10 ,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,No,,,2 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,20+ years,101 to 500,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 IT Management,5 to 10 years,1 to 10 ,North America,Private,Yes,4,No,No,No,Yes,No,,Yes,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,Yes,Yes,,Yes,Other (please specify),Redesign of existing data warehouse,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Data Professional,20+ years,101 to 500,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),Problems are handled on an ad hoc basis as they are uncovered ,3 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Project Manager,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Data Professional,20+ years,1 to 10 ,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Business Stakeholder,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,No,,Yes,No,,,4 IT Management,5 to 10 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,10 to 20 years,501 to 1000,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Data Professional,5 to 10 years,501 to 1000,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,, IT Management,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,1 Developer,20+ years,51 to 100,North America,Private,Yes,3,No,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Operations/Support Staff,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,4 Project Manager,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,3,No,Yes,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 IT Management,10 to 20 years,101 to 500,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,11 to 50,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have no strategy,,2 Quality Assurance,5 to 10 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,4 Data Professional,20+ years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Other,5 to 10 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 IT Management,10 to 20 years,1000+,North America,Public (Government),No,,,No,No,Yes,,,,,,,,,,, IT Management,20+ years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,4 IT Management,20+ years,11 to 50,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Project Manager,20+ years,51 to 100,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,No,,,,No,,,,Yes,We try not to make the situation any worse,,3 Data Professional,10 to 20 years,101 to 500,North America,Private,Yes,5,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Project Manager,20+ years,501 to 1000,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,20+ years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,No,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,Yes,No,,,4 Other,2 to 5 years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,Yes,No,,No,,,3 Developer,2 to 5 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,3 Developer,20+ years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We try not to make the situation any worse,,4 Project Manager,20+ years,51 to 100,North America,Private,Yes,5,Yes,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,5 Project Manager,5 to 10 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Project Manager,20+ years,101 to 500,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Data Professional,20+ years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,4 Data Professional,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,3 Developer,10 to 20 years,101 to 500,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,No,,, IT Management,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,4 Developer,Less than 2 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,1 to 10 ,South America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,2 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Developer,5 to 10 years,1000+,North America,Public (Government),Yes,3,No,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 IT Management,20+ years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Developer,Less than 2 years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 IT Management,5 to 10 years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 IT Management,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,5,Yes,,,,,,,,,,,,,, Developer,20+ years,101 to 500,North America,Public (Government),Yes,5,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Operations/Support Staff,20+ years,101 to 500,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),time and money,3 Developer,2 to 5 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,Yes,No,,,4 Developer,2 to 5 years,501 to 1000,North America,Private,No,,,No,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Developer,5 to 10 years,11 to 50,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,5 to 10 years,51 to 100,North America,Public (Government),Yes,2,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,1 Developer,20+ years,101 to 500,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,No,,, Data Professional,5 to 10 years,51 to 100,North America,Private,Yes,5,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,4 Operations/Support Staff,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,Yes,No,,,,No,,,4 Developer,20+ years,1 to 10 ,North America,Private,Yes,2,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,, Operations/Support Staff,5 to 10 years,1000+,North America,Private,Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,1 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,11 to 50,North America,Private,Yes,1,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1000+,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We have no strategy,,4 Developer,20+ years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,No,,,,,,,,,,,,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,3 IT Management,10 to 20 years,1 to 10 ,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 IT Management,5 to 10 years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,Yes,Yes,Yes,No,,No,,, Data Professional,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Data Professional,20+ years,1000+,North America,Public (Government),Yes,5,No,Yes,Yes,Yes,No,,No,No,,,,No,,,4 IT Management,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 IT Management,10 to 20 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,20+ years,101 to 500,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 IT Management,5 to 10 years,101 to 500,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Other,Less than 2 years,1 to 10 ,North America,Public (Government),Yes,5,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Project Manager,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,10 to 20 years,51 to 100,North America,Public (Government),No,,,No,Yes,Yes,No,,No,Yes,No,,No,No,,,5 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,1 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,3,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),"manual testing. Efficient, aren't we.",2 Developer,20+ years,11 to 50,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,No,Yes,Other (please specify),WE USE IBI ETL PROCESS TO EXTRACT DATA FROM AN IBM IMS DB OLTPAND LOAD INTO A ORACLE ODS DB. LOOKING INTO USE IBM WEB SPHERE AND DATA SHARE PROCESS.,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Operations/Support Staff,20+ years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Business Stakeholder,5 to 10 years,1 to 10 ,North America,Private,No,,,No,Yes,No,,,,No,,,,No,,,5 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,No,,No,No,,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Project Manager,20+ years,1000+,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1000+,North America,Private,Yes,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,2 Project Manager,10 to 20 years,51 to 100,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,, Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,51 to 100,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,, IT Management,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),Hire new talent to address current lack of knowledge.,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,4,,No,No,Yes,No,,No,Yes,,,,,,, IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,2 Developer,20+ years,101 to 500,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,10 to 20 years,101 to 500,North America,Public (Government),Yes,3,No,No,No,Yes,Yes,Yes,,No,,,,Yes,We have no strategy,,3 Project Manager,5 to 10 years,11 to 50,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,Yes,No,,,4 Developer,5 to 10 years,1 to 10 ,North America,Public (Government),Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Tester,None,51 to 100,North America,Public (Government),Yes,2,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,, Project Manager,20+ years,1 to 10 ,North America,Private,No,4,No,Yes,Yes,No,,,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,Yes,Yes,No,,No,No,No,,,No,,,3 Project Manager,5 to 10 years,501 to 1000,North America,Private,Yes,3,No,No,Yes,Yes,Yes,No,,Yes,No,,No,No,,,2 Operations/Support Staff,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,, Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,Yes,Yes,No,Yes,Yes,Yes,,No,,,,No,,,3 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,Less than 2 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We have no strategy,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,5 Project Manager,20+ years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1000+,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,4 IT Management,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,501 to 1000,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,1 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,No,,, Quality Assurance,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,No,No,Yes,Yes,No,,No,,,,No,,,4 Project Manager,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,5 to 10 years,101 to 500,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Operations/Support Staff,5 to 10 years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,No,,,4 Developer,5 to 10 years,1000+,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Developer,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Project Manager,5 to 10 years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,Yes,,No,,,,No,,,3 Data Professional,10 to 20 years,501 to 1000,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,501 to 1000,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,No,,,3 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,5 to 10 years,101 to 500,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,,2 Data Professional,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),Fix as needed,4 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Data Professional,20+ years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,5 to 10 years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Data Professional,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,No,,,5 IT Management,5 to 10 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,20+ years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Project Manager,10 to 20 years,501 to 1000,North America,Private,Yes,3,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,20+ years,1000+,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Data Professional,20+ years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Quality Assurance,20+ years,101 to 500,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1 to 10 ,Europe,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,, Data Professional,5 to 10 years,101 to 500,North America,Private,Yes,3,Yes,No,No,No,No,,,Yes,No,,No,Yes,We try not to make the situation any worse,,1 Developer,20+ years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,2 to 5 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,3 Data Professional,20+ years,11 to 50,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,Other (please specify),We throw the problem back to the software vendor.,5 Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,No,,,,Yes,Other (please specify),1. Improving data quality at the source over time. 2. Intelligent ETL tools,4 Developer,20+ years,1 to 10 ,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,5 to 10 years,101 to 500,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Data Professional,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,, Developer,2 to 5 years,1 to 10 ,North America,Private,Yes,3,No,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Quality Assurance,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,No,,Yes,We try not to make the situation any worse,,4 Developer,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,Yes,No,,,3 Data Professional,10 to 20 years,1000+,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,No,,,,No,,,4 Developer,2 to 5 years,1 to 10 ,North America,Private,Yes,3,Yes,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 Project Manager,10 to 20 years,1000+,North America,Public (Government),Yes,4,No,Yes,No,Yes,Yes,Yes,,No,,,,No,,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,4 Developer,20+ years,1000+,North America,Private,No,,,,,,,,,,,,,,,, Project Manager,20+ years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),we are prototyping a master data management strategy. two POCs underway one with klaido and one with i2. look to create a federated data schema and put in place a data governance team to facilitate compliance. ,3 Developer,2 to 5 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Business Stakeholder,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,No,,, Project Manager,20+ years,101 to 500,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,No,,, Project Manager,20+ years,51 to 100,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Data Professional,10 to 20 years,101 to 500,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 IT Management,2 to 5 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,, Tester,2 to 5 years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,No,,,,,,,,,,, Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,, Project Manager,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,4 Project Manager,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,Yes,No,,,,No,,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,4 Data Professional,2 to 5 years,1 to 10 ,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,20+ years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,4 Developer,20+ years,1000+,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,1 IT Management,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,, Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 IT Management,10 to 20 years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Project Manager,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Data Professional,10 to 20 years,1000+,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,2 IT Management,20+ years,11 to 50,North America,Private,Yes,3,No,Yes,No,No,,,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1 to 10 ,North America,Public (Government),Yes,4,No,No,No,Yes,No,,Yes,No,,,,No,,,4 Developer,20+ years,51 to 100,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Quality Assurance,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,2 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,,,, IT Management,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have no strategy,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Other,Less than 2 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Quality Assurance,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,5 Other,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Other,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Data Professional,10 to 20 years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, IT Management,20+ years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,5 to 10 years,11 to 50,North America,Private,No,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 IT Management,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,No,,,3 Business Stakeholder,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Other,10 to 20 years,51 to 100,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,, Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Other,None,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, IT Management,20+ years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1 to 10 ,North America,Private,Yes,5,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Data Professional,10 to 20 years,501 to 1000,North America,Private,Yes,3,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,No,,,3 IT Management,2 to 5 years,11 to 50,North America,Private,Yes,2,Yes,Yes,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 Operations/Support Staff,20+ years,11 to 50,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Developer,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,4 Other,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,No,,,4 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,,3 IT Management,20+ years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,1 Developer,20+ years,11 to 50,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,2 Other,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have no strategy,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,2,No,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,2 Developer,5 to 10 years,11 to 50,South America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1 to 10 ,Australia,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Business Stakeholder,20+ years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,No,,,5 Other,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,Yes,Yes,Yes,Yes,,No,,,,Yes,Other (please specify),refactor as we go.,2 Developer,10 to 20 years,1000+,North America,Private,No,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1000+,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,51 to 100,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 IT Management,20+ years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,51 to 100,North America,Private,Yes,1,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,1 Operations/Support Staff,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Data Professional,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,2 Other,20+ years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,Less than 2 years,11 to 50,North America,Public (Government),Yes,3,No,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,101 to 500,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,11 to 50,North America,Public (Government),No,,,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,2 Project Manager,Less than 2 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,3 Data Professional,20+ years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,No,Yes,Other (please specify),unknown,2 IT Management,20+ years,1 to 10 ,Asia,Private,No,,,Yes,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Other,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,1 IT Management,20+ years,101 to 500,North America,Public (Government),Yes,4,No,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We have no strategy,,3 Other,10 to 20 years,1000+,North America,Public (Government),Yes,3,Yes,Yes,Yes,No,,,,,,,,,,, Developer,5 to 10 years,11 to 50,North America,Private,Yes,5,No,No,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,5,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,20+ years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,2,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Business Stakeholder,Less than 2 years,1 to 10 ,North America,Private,Yes,3,No,Yes,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,20+ years,1000+,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,1000+,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,4 Operations/Support Staff,10 to 20 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Data Professional,5 to 10 years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,Yes,No,,,2 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Developer,5 to 10 years,501 to 1000,North America,Private,Yes,4,No,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,20+ years,11 to 50,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,No,,,5 IT Management,20+ years,1000+,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,2 IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),Varies by client from no strategy to refactor as needed over time.,3 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Data Professional,20+ years,11 to 50,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,No,No,,,,No,,,5 Data Professional,5 to 10 years,1 to 10 ,North America,Private,Yes,5,No,No,Yes,Yes,No,,No,No,,,,No,,,4 Developer,10 to 20 years,501 to 1000,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We have no strategy,,2 Developer,5 to 10 years,1000+,North America,Public (Government),Yes,3,No,No,No,Yes,Yes,No,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Project Manager,20+ years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Project Manager,10 to 20 years,51 to 100,North America,Public (Government),Yes,5,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,, IT Management,20+ years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,1 to 10 ,Asia,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,1 Project Manager,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,Yes,We have no strategy,, Project Manager,5 to 10 years,501 to 1000,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 IT Management,10 to 20 years,11 to 50,Africa,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,5 to 10 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,No,,,4 IT Management,Less than 2 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Project Manager,5 to 10 years,101 to 500,North America,Private,Yes,3,No,No,No,Yes,Yes,No,,No,,,,Yes,We have no strategy,,2 Developer,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,, Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,3 Operations/Support Staff,5 to 10 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Project Manager,20+ years,51 to 100,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,2 Developer,10 to 20 years,1000+,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,, Data Professional,20+ years,1000+,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,, Operations/Support Staff,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,4 IT Management,20+ years,1000+,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Project Manager,10 to 20 years,501 to 1000,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,101 to 500,North America,Private,No,,,No,No,No,,,,No,,,,No,,, Business Stakeholder,10 to 20 years,11 to 50,Europe,Public (Government),Yes,5,No,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,4,Yes,Yes,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,No,,,,Yes,No,,Yes,No,,,3 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Developer,20+ years,501 to 1000,North America,Private,Yes,3,Yes,No,No,No,,,,No,,,,No,,,2 IT Management,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Project Manager,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,4 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Project Manager,20+ years,11 to 50,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,No,,,,No,,,4 Developer,5 to 10 years,51 to 100,North America,Public (Government),Yes,3,Yes,Yes,Yes,No,,,,No,,,,No,,,3 Operations/Support Staff,10 to 20 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,No,,,,No,,,4 Developer,None,101 to 500,North America,Public (Government),Yes,2,No,Yes,Yes,Yes,No,,No,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,101 to 500,North America,Private,Yes,4,No,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,4 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,Yes,3,No,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,101 to 500,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,Yes,No,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,No,,,,Yes,No,,Yes,Yes,We have no strategy,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),Object Relational Mappping,3 IT Management,10 to 20 years,11 to 50,North America,Private,Yes,3,No,Yes,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,, IT Management,2 to 5 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,1000+,North America,Public (Government),Yes,2,Yes,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 IT Management,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,No,,,3 IT Management,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Other,10 to 20 years,1000+,North America,Private,No,,,No,No,No,,,,No,,,,No,,,1 Other,5 to 10 years,501 to 1000,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,51 to 100,North America,Public (Government),Yes,5,Yes,No,Yes,Yes,No,,No,No,,,,Yes,Other (please specify),Phased rewrite of code and data base for most critical areas to bring the software and hardware up to date.,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,51 to 100,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,4 Developer,10 to 20 years,1000+,South America,Public (Government),Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Operations/Support Staff,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),Currently hardware solution. Bigger more powerful servers and network infrastructure. Primary reason several of the applications are off the shelf vendor controlled queries,3 Data Professional,20+ years,101 to 500,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,20+ years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,5,No,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,No,No,Yes,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,1 IT Management,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Business Stakeholder,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Project Manager,5 to 10 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Project Manager,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,5 to 10 years,101 to 500,North America,Public (Government),Yes,4,Yes,Yes,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,3,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,2 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,4,Yes,No,No,Yes,Yes,No,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Developer,20+ years,501 to 1000,North America,Public (Government),Yes,1,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,Yes,No,,Yes,Yes,No,,No,,, IT Management,20+ years,1 to 10 ,North America,Private,Yes,3,No,Yes,No,Yes,No,,No,No,,,,No,,,3 Business Stakeholder,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,, IT Management,20+ years,1 to 10 ,North America,Private,Yes,,,,,,,,,,,,,,,, Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,No,,,,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,20+ years,11 to 50,North America,Private,No,,,No,Yes,Yes,Yes,No,,Yes,Yes,No,,No,,, Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,No,,,,Yes,No,,No,Yes,We have no strategy,,3 Other,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,No,,,,No,,,4 Data Professional,10 to 20 years,51 to 100,North America,Public (Government),No,,,Yes,No,Yes,No,,No,Yes,No,No,No,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,No,No,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 IT Management,10 to 20 years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,2 IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Developer,None,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,501 to 1000,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,2 IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,5 to 10 years,1000+,North America,Public (Government),Yes,2,Yes,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,2 Data Professional,20+ years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,Yes,,No,,,,No,,,3 Data Professional,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,4,Yes,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 IT Management,20+ years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,20+ years,51 to 100,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Data Professional,20+ years,501 to 1000,North America,Private,Yes,5,Yes,Yes,No,Yes,No,,Yes,No,,,,Yes,We have no strategy,,4 Data Professional,Less than 2 years,1 to 10 ,North America,Public (Government),Yes,,,,,,,,,,,,,,,, IT Management,20+ years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,20+ years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,,Yes,Other (please specify),"Working with source location on data integrity. Perform weekly audits of data and work with source on corrective action. Rewriting applications, as needed, to included data integrity checks.",4 Developer,5 to 10 years,101 to 500,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,4 Other,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,2,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,4 Operations/Support Staff,5 to 10 years,1000+,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,4,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,4 IT Management,20+ years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,2 to 5 years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,10 to 20 years,101 to 500,North America,Public (Government),Yes,4,Yes,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,Yes,Other (please specify),We are replacing old code with new purchased software,3 Developer,20+ years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,Less than 2 years,11 to 50,North America,Private,Yes,4,No,No,Yes,Yes,Yes,Yes,,No,,,,No,,,4 Developer,20+ years,101 to 500,North America,Private,Yes,2,Yes,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,, Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,5 to 10 years,101 to 500,North America,Private,Yes,4,No,Yes,No,Yes,Yes,Yes,,No,,,,No,,,5 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,20+ years,11 to 50,North America,Public (Government),Yes,5,Yes,No,No,Yes,No,,No,Yes,Yes,Yes,,No,,,5 Developer,20+ years,1000+,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,, Tester,10 to 20 years,501 to 1000,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,5,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,No,,,,No,,,,No,,,3 Developer,20+ years,501 to 1000,North America,Public (Government),Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,Other (please specify),Use ETL tool to extract what production system needs. ,5 Developer,10 to 20 years,101 to 500,North America,Private,Yes,2,Yes,No,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,1000+,North America,Private,No,,,Yes,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,, Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,1 IT Management,5 to 10 years,1000+,North America,Public (Government),Yes,3,No,No,Yes,Yes,No,,No,Yes,Yes,Yes,,Yes,Other (please specify),Ongoing data cleanup and enhancements to database design,3 Operations/Support Staff,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,20+ years,11 to 50,North America,Private,Yes,4,No,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,4 Developer,20+ years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,Yes,Yes,,No,,,,Yes,We try not to make the situation any worse,,2 Quality Assurance,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1000+,North America,Private,No,4,,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,No,,No,No,,,3 Project Manager,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have no strategy,,3 Project Manager,10 to 20 years,51 to 100,North America,Public (Government),Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Data Professional,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,No,No,No,Yes,Yes,Yes,,No,,,,No,,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,5,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 IT Management,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,2 to 5 years,1000+,North America,Private,Yes,,,,,,,,,,,,,,,, Project Manager,10 to 20 years,1 to 10 ,North America,Private,Yes,,,,,,,,,,,,,,,, IT Management,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,No,,,,No,,,2 Data Professional,2 to 5 years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,, Project Manager,5 to 10 years,501 to 1000,North America,Private,Yes,4,Yes,Yes,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,, Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Developer,5 to 10 years,1 to 10 ,Asia,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We have no strategy,,1 Developer,5 to 10 years,51 to 100,North America,Public (Government),Yes,5,No,Yes,Yes,Yes,Yes,Yes,,,,,,,,, Data Professional,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,1,No,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,,1 IT Management,20+ years,1 to 10 ,North America,Public (Government),No,,,No,Yes,Yes,Yes,Yes,,No,No,,,Yes,We have no strategy,, Quality Assurance,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,No,,,4 Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Data Professional,10 to 20 years,501 to 1000,North America,Public (Government),Yes,4,Yes,No,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 IT Management,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,Yes,Yes,No,,Yes,No,,,3 Operations/Support Staff,20+ years,1000+,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,51 to 100,North America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,No,,,3 Business Stakeholder,10 to 20 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 IT Management,20+ years,1 to 10 ,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,5 to 10 years,1000+,North America,Private,Yes,,,,,,,,,,,,,,,, Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,2 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Data Professional,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Project Manager,10 to 20 years,1000+,North America,Private,No,,,Yes,Yes,No,,,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Other,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Operations/Support Staff,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,Yes,Yes,,Yes,Other (please specify),Working with our vendor to correct issues in their application to address database incosistencies,4 Project Manager,2 to 5 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have no strategy,,5 Developer,20+ years,101 to 500,North America,Private,Yes,3,Yes,No,Yes,Yes,No,,No,No,,,,Yes,We have no strategy,, IT Management,10 to 20 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,2 to 5 years,11 to 50,North America,Private,Yes,4,Yes,Yes,No,Yes,No,,Yes,Yes,No,,No,No,,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,4,Yes,No,No,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,1000+,North America,Private,Yes,5,No,Yes,Yes,Yes,No,,No,No,,,,No,,,5 Developer,20+ years,1 to 10 ,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Business Stakeholder,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,, Other,2 to 5 years,11 to 50,North America,Private,Yes,3,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,2 IT Management,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,,,, Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,No,No,,,,No,,,3 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,3,No,Yes,No,Yes,No,,No,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Other,5 to 10 years,11 to 50,North America,Private,Yes,2,Yes,Yes,No,Yes,No,,No,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Data Professional,5 to 10 years,11 to 50,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Project Manager,10 to 20 years,51 to 100,North America,Public (Government),Yes,5,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,No,,,3 Project Manager,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1 to 10 ,Asia,Private,No,,,No,Yes,Yes,No,,Yes,No,,,,No,,,3 Developer,2 to 5 years,1000+,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Project Manager,5 to 10 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,Yes,No,,Yes,Yes,We have no strategy,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Operations/Support Staff,10 to 20 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,10 to 20 years,1 to 10 ,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,4 Data Professional,10 to 20 years,11 to 50,South America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,2,No,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Developer,20+ years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,4 Project Manager,2 to 5 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,No,,Yes,No,,,3 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,2,Yes,No,No,Yes,Yes,Yes,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,No,No,,,4 Project Manager,10 to 20 years,51 to 100,South America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,No,,, Developer,10 to 20 years,1 to 10 ,North America,Private,Yes,5,No,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,5 Developer,5 to 10 years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,No,,No,No,,,3 Developer,10 to 20 years,501 to 1000,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,Yes,Yes,Yes,Yes,No,,No,,,,Yes,Other (please specify),Depends on the project; some are much better than others,3 Developer,10 to 20 years,51 to 100,North America,Private,Yes,2,No,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,,Yes,We have no strategy,,5 Project Manager,20+ years,1000+,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Quality Assurance,5 to 10 years,1000+,North America,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,No,,,,No,,,5 Developer,20+ years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,101 to 500,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,Yes,Yes,Yes,No,,No,,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,51 to 100,North America,Private,No,5,,No,Yes,Yes,Yes,Yes,,Yes,No,,Yes,No,,,4 Other,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,No,,, IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,Other (please specify),"Some Core Applications are obsolete and they and their data structures are being considered for replacement, with DB refactoring assured if their replacements are 'home grown'. If canned apps are chosen then there will be a 'refactoring by conversion'.",3 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Project Manager,5 to 10 years,101 to 500,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,No,,Yes,No,,,,No,,,4 IT Management,10 to 20 years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We have no strategy,, Quality Assurance,10 to 20 years,501 to 1000,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,1 to 10 ,North America,Public (Government),Yes,3,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Project Manager,10 to 20 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,20+ years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,No,,,,,,,,, Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,No,,Yes,No,,No,No,,,3 Data Professional,20+ years,1000+,North America,Public (Government),Yes,5,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,No,Yes,Other (please specify),We have written our own SQL Server based application performance monitoring tools and try to identify and correct design problems wherever possible.,5 Developer,20+ years,101 to 500,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Operations/Support Staff,5 to 10 years,51 to 100,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We try not to make the situation any worse,,2 IT Management,20+ years,101 to 500,North America,Public (Government),Yes,4,No,No,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Other,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Data Professional,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,Yes,Other (please specify),Data is received from clients and we cannot control its quality,3 Other,Less than 2 years,1 to 10 ,North America,Private,Yes,3,No,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,4,No,Yes,No,Yes,Yes,Yes,,No,,,,No,,,5 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,No,,No,No,,,4 Data Professional,2 to 5 years,1 to 10 ,North America,Private,Yes,5,No,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Developer,5 to 10 years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,No,,Yes,No,,No,Yes,We try not to make the situation any worse,, Developer,5 to 10 years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,No,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,No,,No,Yes,We have no strategy,,3 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,No,,,,No,,,,No,,,3 Other,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 IT Management,20+ years,1 to 10 ,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,10 to 20 years,101 to 500,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 IT Management,10 to 20 years,51 to 100,North America,Private,Yes,3,No,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,Yes,No,,Yes,Yes,Yes,,No,,,3 Data Professional,20+ years,11 to 50,North America,Private,Yes,4,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Operations/Support Staff,Less than 2 years,1 to 10 ,North America,Private,Yes,5,No,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,Yes,No,,,2 Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,5,Yes,Yes,Yes,Yes,No,,No,No,,,,No,,,4 Data Professional,20+ years,1000+,North America,Private,Yes,3,Yes,No,No,Yes,Yes,No,,Yes,Yes,Yes,,Yes,Other (please specify),"There are many databases, some have issues, others don't. Issues with any particular database are handled on an individual basis. There is no specific refactoring tool or process for ALL applications. ",3 Project Manager,10 to 20 years,1 to 10 ,South America,Private,No,,,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1000+,North America,Private,Yes,4,No,No,No,Yes,Yes,No,,No,,,,No,,,4 IT Management,20+ years,501 to 1000,North America,Private,Yes,5,Yes,Yes,No,Yes,No,,Yes,Yes,No,,Yes,Yes,Other (please specify),"For some databases, we have a refactoring strategy, for some we try not to make the situation worse, and we have ongoing performance review of database access looking for hogs.",4 Developer,10 to 20 years,51 to 100,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,, Developer,5 to 10 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,Yes,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,, Other,20+ years,1000+,North America,Public (Government),Yes,4,No,No,No,Yes,Yes,No,,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,5 to 10 years,51 to 100,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 IT Management,20+ years,1 to 10 ,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,1000+,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,51 to 100,North America,Private,Yes,5,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,10 to 20 years,101 to 500,South America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Developer,5 to 10 years,1000+,North America,Public (Government),No,,,No,No,Yes,No,,No,,,,,,,, Developer,5 to 10 years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,1 Data Professional,10 to 20 years,11 to 50,North America,Private,Yes,4,Yes,No,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,4 Developer,20+ years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,Yes,Yes,,No,,,,No,,, Developer,10 to 20 years,101 to 500,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,1 Developer,5 to 10 years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 IT Management,5 to 10 years,101 to 500,North America,Public (Government),Yes,3,Yes,No,Yes,Yes,No,,No,Yes,No,,No,Yes,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,20+ years,501 to 1000,North America,Private,Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Project Manager,10 to 20 years,1000+,North America,Private,No,3,Yes,No,No,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,4 IT Management,10 to 20 years,501 to 1000,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Project Manager,10 to 20 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,, Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Data Professional,20+ years,1000+,North America,Public (Government),No,,,Yes,Yes,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Public (Government),Yes,5,No,Yes,Yes,Yes,No,,No,Yes,No,,No,No,,,4 IT Management,20+ years,501 to 1000,North America,Public (Government),Yes,2,Yes,No,No,Yes,No,,No,No,,,,Yes,Other (please specify),We decentralize data management to 'communities of interest.',2 Data Professional,20+ years,11 to 50,North America,Private,Yes,4,Yes,Yes,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 IT Management,20+ years,101 to 500,North America,Private,Yes,2,Yes,No,No,No,,,,Yes,No,,No,Yes,We have no strategy,,2 Data Professional,10 to 20 years,51 to 100,North America,Private,Yes,4,No,No,No,Yes,No,,No,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,1000+,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Other,20+ years,1 to 10 ,North America,Public (Government),No,,,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,1 Developer,10 to 20 years,101 to 500,North America,Private,No,,,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Data Professional,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 IT Management,None,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,2 Developer,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We have no strategy,,2 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,, Project Manager,5 to 10 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,Yes,Yes,,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,2 to 5 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Developer,10 to 20 years,101 to 500,North America,Private,No,3,,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,No,No,Yes,Yes,Yes,Yes,,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Data Professional,10 to 20 years,11 to 50,North America,Private,No,,,Yes,Yes,Yes,Yes,No,,Yes,No,,Yes,Yes,We try not to make the situation any worse,, Data Professional,5 to 10 years,101 to 500,North America,Private,Yes,4,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,No,,,4 Project Manager,10 to 20 years,1 to 10 ,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,No,,,3 Data Professional,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Tester,20+ years,101 to 500,North America,Private,Yes,3,Yes,Yes,Yes,Yes,No,,Yes,Yes,No,,,,,, Project Manager,20+ years,51 to 100,North America,Public (Government),No,,,No,No,Yes,No,,No,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,4 IT Management,20+ years,1 to 10 ,North America,Private,No,,,No,Yes,Yes,No,,Yes,No,,,,No,,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,No,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,3 Project Manager,20+ years,101 to 500,North America,Private,Yes,5,Yes,Yes,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 Developer,2 to 5 years,1000+,North America,Public (Government),Yes,3,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,3 Developer,20+ years,1 to 10 ,North America,Public (Government),No,,,Yes,Yes,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,11 to 50,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,3 Project Manager,2 to 5 years,1 to 10 ,North America,Private,No,,,Yes,No,Yes,No,,Yes,No,,,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,2 Data Professional,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,Yes,Other (please specify),outsource,3 Developer,5 to 10 years,1000+,North America,Private,Yes,4,No,No,No,Yes,No,,No,Yes,No,,No,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,10 to 20 years,51 to 100,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,, Other,10 to 20 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,Yes,,,,,,,,, Developer,10 to 20 years,101 to 500,North America,Public (Government),Yes,2,Yes,No,No,No,,,,No,,,,Yes,We try not to make the situation any worse,,2 Developer,20+ years,1000+,North America,Private,No,,,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,4 Business Stakeholder,10 to 20 years,11 to 50,North America,Private,No,,,No,No,No,,,,No,,,,Yes,We have no strategy,,2 Developer,10 to 20 years,11 to 50,North America,Private,No,,,No,Yes,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,101 to 500,North America,Private,Yes,4,Yes,No,No,Yes,No,,Yes,No,,,,Yes,We try not to make the situation any worse,,3 Developer,20+ years,1000+,North America,Private,Yes,3,Yes,No,Yes,Yes,Yes,Yes,,No,,,,Yes,We have no strategy,,3 Developer,5 to 10 years,1000+,North America,Private,Yes,2,No,Yes,Yes,Yes,,,,,,,,,,, Developer,2 to 5 years,501 to 1000,North America,Private,Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,5 to 10 years,11 to 50,North America,Public (Government),No,4,Yes,No,Yes,Yes,No,,No,Yes,No,,No,No,,,4 Developer,None,101 to 500,North America,Private,Yes,3,No,No,No,Yes,Yes,No,,No,,,,Yes,We try not to make the situation any worse,,3 Other,20+ years,1 to 10 ,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We have no strategy,,1 Developer,20+ years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,4 Data Professional,20+ years,1000+,North America,Public (Government),Yes,3,Yes,No,No,Yes,Yes,No,,Yes,Yes,No,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Developer,2 to 5 years,11 to 50,North America,Public (Government),No,,,Yes,Yes,Yes,No,,Yes,Yes,No,,No,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,51 to 100,North America,Public (Government),Yes,4,Yes,Yes,Yes,Yes,No,,No,Yes,No,,No,Yes,We have no strategy,,2 IT Management,10 to 20 years,51 to 100,North America,Private,Yes,4,No,No,No,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 IT Management,10 to 20 years,1000+,North America,Private,Yes,4,No,No,Yes,Yes,Yes,No,,Yes,Yes,No,,Yes,We intend to rewrite all applications and data sources and release them simultaneously,,3 Developer,20+ years,1000+,North America,Private,Yes,4,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,4 Developer,2 to 5 years,11 to 50,North America,Public (Government),Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,5 to 10 years,51 to 100,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3 IT Management,5 to 10 years,51 to 100,North America,Private,Yes,2,Yes,No,No,Yes,No,,No,Yes,No,,Yes,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,3 Quality Assurance,5 to 10 years,11 to 50,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,5 to 10 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,Yes,No,,No,No,,,4 Project Manager,5 to 10 years,501 to 1000,North America,Private,Yes,3,No,No,No,Yes,No,,No,Yes,Yes,No,,Yes,We try not to make the situation any worse,,2 Developer,10 to 20 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,Yes,Yes,No,,Yes,Yes,We try not to make the situation any worse,,3 Developer,10 to 20 years,11 to 50,North America,Private,Yes,4,No,Yes,No,Yes,Yes,Yes,,No,,,,No,,,4 IT Management,5 to 10 years,51 to 100,Asia,Private,Yes,5,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,No,,,5 Developer,5 to 10 years,11 to 50,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,2 Project Manager,5 to 10 years,1 to 10 ,North America,Public (Government),No,,,No,No,Yes,No,,No,No,,,,No,,,3 Developer,20+ years,1000+,North America,Private,Yes,4,No,Yes,No,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We have a database refactoring strategy in place to evolve the data sources over time,,4 Developer,10 to 20 years,11 to 50,North America,Public (Government),Yes,4,No,Yes,Yes,Yes,Yes,Yes,,Yes,Yes,Yes,,Yes,We try not to make the situation any worse,,4 Developer,20+ years,501 to 1000,North America,Private,Yes,4,Yes,No,No,Yes,No,,No,Yes,No,,No,Yes,We try not to make the situation any worse,,3 Project Manager,5 to 10 years,1 to 10 ,North America,Public (Government),Yes,4,No,No,No,Yes,No,,No,No,,,,No,,,3 Developer,10 to 20 years,1 to 10 ,North America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,2 Data Professional,10 to 20 years,1000+,North America,Private,Yes,3,No,No,No,No,,,,Yes,Yes,No,,No,,,4 Developer,20+ years,1 to 10 ,South America,Private,No,,,No,No,Yes,No,,No,No,,,,No,,,5 Developer,10 to 20 years,51 to 100,North America,Private,Yes,3,Yes,No,No,Yes,No,,No,No,,,,Yes,We try not to make the situation any worse,,3