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statistical-analysis - Choose, validate, and report statistical analyses

Guides test selection, assumption checks, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting for research data.

Tags

Updated: 2026-10-06
statistical analysishypothesis testingassumption checkingeffect sizepower analysisBayesian statisticsresearch methods

Capabilities

Select appropriate statistical testsCheck analysis assumptionsCompute effect sizesConduct power analyses

Typical Inputs

Research dataHypothesisOutcome variables

Typical Outputs

Statistical test resultsAssumption diagnosticsEffect size estimates

What this skill does

  • Select appropriate statistical tests
  • Check analysis assumptions
  • Compute effect sizes
  • Conduct power analyses
  • Run Bayesian analyses
  • Generate APA reports

Inputs

  • Research data
  • Hypothesis
  • Outcome variables
  • Predictor variables
  • Study design
  • Group structure

Outputs

  • Statistical test results
  • Assumption diagnostics
  • Effect size estimates
  • Power analysis results
  • Bayesian analysis results
  • APA-formatted reports
  • Analysis plots

Requirements

  • Python 3.10 or later
  • uv package installer
  • Installed statistical libraries
  • Python execution access

Source

  • Spec: SKILL.md

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