Signs that your raw data may be inaccurate, or “dirty,” include unanswered questions, unmet criteria, and inconsistent or unrealistic answers. Types of respondents to watch out for are speeders (those that rush through the survey), straightliners (those who always choose the same answer), and outliers (those whose responses are very different from the mean).