Statistical Workflows

Use statistical workflows when inferential claims, effect estimation, and model fit quality are central outputs.

Typical Questions

• Are condition-level effects statistically distinguishable?

• What is the estimated effect size and uncertainty?

• How do covariates and hierarchical structure influence outcomes?

Key API Entry Points

• design_research_analysis.compare_groups()

• design_research_analysis.build_condition_metric_table()

• design_research_analysis.compare_condition_pairs()

• design_research_analysis.fit_regression()

• design_research_analysis.fit_mixed_effects()

• design_research_analysis.bootstrap_ci()

• design_research_analysis.permutation_test()

CLI Path

design-research-analysis run-stats \
  --input data/events.csv \
  --summary-json artifacts/stats.json \
  --mode regression \
  --x-columns x1,x2 \
  --y-column y