~/talk

Everything That You Wanted To Know About P-Values But Were Afraid To Ask

Talkat PyData Global 2022 · 2022-12-01..12-03· [data-visualization]
slides:none on file

Claim: p-values have no acceptance signal. Evidence: simulated thousands of binomial trials with 256 tosses per experiment and binned p-values, showing a flat p-value distribution under true null so low and high p’s are equally likely. Example: 8/10 gives p≈0.11, scaling to 24/30 drops p to ≈0.014. For small effects (0.52) even thousands of tosses only yield ~80% rejection. Alternatives: Bayesian posterior or preplanned precision/equivalence testing.

AI-written summary · about

  1. 0:00P-values introduction
  2. 1:09What p-values measure
  3. 3:17P-values reject null only
  4. 4:40Simulation of p-value distributions
  5. 6:47P-values and fair coins
  6. 7:29P-values limitations
  7. 8:52Bayesian hypothesis acceptance
  8. 10:17Precision in hypothesis testing
  9. 10:37Summary
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