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[Music] hi there this is Susan buyer and welcome to fun with research today were going to talk a little bit about data cleaning because doing a survey is only the first step then you have to analyze your data one of the first things youre going to want to do is eliminate any responses from your survey in your analysis that art of good quality there are a few steps to this the first thing is you want to make sure you have qualified responses and hopefully your invitations to participate in the survey were issued to a targeted group but even if they were youre going to want to make sure that you have the right folks responding in your survey so you probably have qualifying questions at the front of your survey to make sure people are in the right industry or they have the right kind of job or live in the right geography for the respondents that youre looking for but you might also want to consider adding an open-ended qualifying question in your survey and heres why people like to t