What data should you collect? Usability test data sets are typically a combination of qualitative and quantitative data that describe test participants’ behaviors and opinions and help identify the usability strengths and shortcomings of the evaluated design. Depending on the type of test, data sets typically include task times, task completion rates, design attribute ratings, responses to survey and interview questions, and participants’ anecdotal remarks.