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Today, Kyla Webb, the founder of Visual Survey, demonstrates the best way to clean survey data from any survey software. She highlights the main problems that arise when visualizing or analyzing data from popular survey tools like Qualtrics, QuestionPro, SurveyMonkey, and Survey Gizmo. Each software outputs data differently, making it challenging to merge and analyze in BI or data visualization tools like Tableau, Power BI, Spotfire, or Clicksense. For example, Google Forms does not export respondent IDs, adding an extra layer of complexity to the cleaning process.