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henrique-simoeshenrique-simoes/Istara/skills/define/kappa-thematic-analysis/SKILL.md

kappa-thematic-analysis

Skill15 starsChanged 48 days agoMITView on GitHub

Thematic analysis with Cohen's/Fleiss' Kappa intercoder reliability.

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SKILL.md

Kappa Intercoder Thematic Analysis

Rigorous thematic analysis with Cohen's/Fleiss' Kappa intercoder reliability measurement.

Modes

  • Agent-only — Istara generates two independent codings and measures agreement
  • Agent + Human — Human codes, Istara codes independently, Kappa measured between them
  • Multi-coder — Fleiss' Kappa for 3+ coders

Kappa Interpretation (Landis & Koch 1977)

KappaInterpretation
< 0.00Poor
0.00–0.20Slight
0.21–0.40Fair
0.41–0.60Moderate
0.61–0.80Substantial
0.81–1.00Almost perfect

Target: ≥ 0.60 (moderate) minimum, ≥ 0.80 (excellent) preferred.

Workflow

  1. Develop codebook (inductive, deductive, or hybrid)
  2. Pilot coding round → measure Kappa
  3. Refine codebook for low-agreement codes
  4. Full coding with reliability reporting
  5. Theme development from validated codes

Output

  • Codebook with definitions and examples
  • Per-code Kappa scores
  • Overall reliability metrics
  • Coding disagreement analysis
  • Final themes with prevalence data

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