This data cleaning checklist outlines steps to validate survey data such as double checking for duplicate submissions, reviewing open-ended responses for errors, checking that questions were answered in logical sequence, and removing outliers from time spent completing the survey. Steps also include coding other responses, examining straightlining, reviewing red herring questions, and checking for spelling and grammar errors.