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When do you use a paired t-test?

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Answer

  • Same subjects measured under two conditions (before / after treatment), or naturally paired observations (twins, matched pairs).
  • Compute differences di  =  XAi    XBid_{i}\; = \;X_{A}i\; - \;X_{B}i, then one-sample t on d.
  • Much more powerful than an unpaired test when the within-pair correlation is high — cancels out subject-level variation.
  • Assumption: differences approximately normal (CLT-robust for n > 30).
Check yourself — multiple choice
  • Independent samples
  • Same subjects / matched pairs: t-test on differences d  =  XA    XBd\; = \;X_{A}\; - \;X_{B} → cancels subject-level variation, higher power
  • Only for classification
  • Same as two-sample

Paired t: t on within-pair differences; higher power under correlation.

#hypothesis-testing#parametric-tests

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