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How do I justify the test in my methodology chapter?

State your research question, the variables and their measurement levels, the design, the assumptions you checked and how, and the resulting choice, in that order. Two or three clear paragraphs. Most rejected methodology sections are missing the assumptions step rather than the conclusion.

This comes up on Choosing the Right Statistical Test, where it is answered in the context of the work itself.

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