The statistic depicts the causes of poor data quality for enterprises in North America, according to a survey of North American IT executives conducted by 451 Research in 2015. As of 2015, 47 percent of respondents indicated that poor data quality at their company was attributable to data migration or conversion projects.
What are the main causes for poor data quality?*
Characteristic
Share of respondents
Data entry by employees
57.5%
Data migration or conversion projects
47%
Mixed entries by multiple users
44%
Changes to source systems
43.5%
Systems errors
43%
Data entry by customers
38%
External data
37.5%
We don't have data quality problems
3%
Created with Highcharts 7.2.2Share of respondents57.5%57.5%47%47%44%44%43.5%43.5%43%43%38%38%37.5%37.5%3%3%Data entry by employeesData migration or conversion projectsMixed entries by multiple usersChanges to source systemsSystems errorsData entry by customersExternal dataWe don't have data quality problems
0%5%10%15%20%25%30%35%40%45%50%55%60%65%
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IT executives from companies with 500 or more employees
Supplementary notes
* The source does not provide information on the original wording used during the survey. Thus, the wording chosen for this statistic may differ slightly from the one in the survey. Multiple responses were possible.
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451 Research. (January 26, 2016). What are the main causes for poor data quality?* [Graph]. In Statista. Retrieved April 12, 2025, from https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/
451 Research. "What are the main causes for poor data quality?*." Chart. January 26, 2016. Statista. Accessed April 12, 2025. https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/
451 Research. (2016). What are the main causes for poor data quality?*. Statista. Statista Inc.. Accessed: April 12, 2025. https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/
451 Research. "What Are The Main Causes for Poor Data Quality?*." Statista, Statista Inc., 26 Jan 2016, https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/
451 Research, What are the main causes for poor data quality?* Statista, https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/ (last visited April 12, 2025)
What are the main causes for poor data quality?* [Graph], 451 Research, January 26, 2016. [Online]. Available: https://www.statista.com/statistics/518069/north-america-survey-enterprise-poor-data-quality-reasons/
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