Multiple Testing Correction

SkillDev tools

Multiple comparison correction methods

Use Multiple Testing Correction in Claude, ChatGPT or Ahel Desktop

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Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

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Multiple Testing CorrectionStart free

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/domains/science/mathematics/skills/multiple-testing-correction/SKILL.md and read by Ahel’s review.

Purpose

Provides multiple comparison correction methods for controlling error rates in simultaneous hypothesis testing.

Capabilities

  • Bonferroni correction
  • Holm-Bonferroni method
  • Benjamini-Hochberg FDR control
  • Sidak correction
  • Permutation-based corrections
  • Family-wise error rate control

Usage Guidelines

  1. Error Rate Selection: Choose FWER vs FDR based on goals
  2. Method Selection: Apply appropriate correction method
  3. Dependency Handling: Account for test dependencies
  4. Interpretation: Report adjusted p-values correctly

Tools/Libraries

  • statsmodels
  • scipy.stats
  • multcomp (R)
  • multtest (R)

Signals

GitHub stars
2k
Forks
113
Last commit
Sep 2026
Advanced
Item type
skill
Key
multiple-testing-correction
Source
github.com/a5c-ai/babysitter