Can I run several tests on the same data?
Yes, but each additional test raises the chance of a false positive, and at some point that needs correcting for, with Bonferroni or something less conservative. Running many tests and reporting only the significant ones is a different matter and is a research integrity problem.
This comes up on Choosing the Right Statistical Test, where it is answered in the context of the work itself.
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