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statistical-analysis - Guided Statistical Analysis and Reporting

Guides test selection, assumption checking, power analysis, statistical modeling, effect-size interpretation, and APA-formatted reporting.

Tags

Updated: 2026-10-07
statistical analysishypothesis testingregressioncorrelationBayesian analysispower analysisAPA reporting

Capabilities

Select appropriate statistical testsCheck statistical assumptionsConduct power analysesRun hypothesis tests

Typical Inputs

Research questionsExperimental or observational dataAnalysis goals

Typical Outputs

Test resultsAssumption diagnosticsPower analysis results

What this skill does

  • Select appropriate statistical tests
  • Check statistical assumptions
  • Conduct power analyses
  • Run hypothesis tests
  • Fit regression models
  • Calculate effect sizes
  • Interpret statistical results
  • Generate APA reports

Inputs

  • Research questions
  • Experimental or observational data
  • Analysis goals
  • Significance level

Outputs

  • Test results
  • Assumption diagnostics
  • Power analysis results
  • Effect size estimates
  • Confidence intervals
  • Statistical interpretations
  • APA-formatted reports
  • Publication-ready figures and tables

Requirements

  • Python environment
  • scipy.stats
  • statsmodels
  • pingouin
  • pymc
  • arviz

Source

  • Spec: SKILL.md

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