I'm trying to learn more about software that UX researchers use. What software do you use to analyze user research? What is it you like (or don't like) about it?

For a little context I'm a newbie to the user experience research game.

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Honestly, most of the "analysis" we do with user testing is fairly simple. Even if you did a large scale survey or site analytics it still doesn't get more complex than correlations and T-tests. If you really want to get fancy, perhaps with a card sort, maybe some cluster analysis. Most of the UX research I've done falls more into the "qualitative" domain, where it is more about looking at trends (more users were successful with version A then version B).

For this reason, most of the analysis can be done just using a spreadsheet.

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