{"slug":"valtterimelkko-thematic-analysis","source_name":"valtterimelkko/thematic-analysis","name":"Valtterimelkko/Thematic Analysis","description":"Code and interpret qualitative data from files to generate themes, identify patterns, and explore coverage gaps. Use when analyzing interview transcripts, survey responses, documents, or any text data to identify codes, develop themes, assess analytical coverage, and determine what areas have been effectively explored versus potentially avoided. Supports both reflexive thematic analysis (Braun & Clarke) and codebook approaches for research rigor. Optimized for chat-based collaborative workflows.","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":295.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-04T12:48:19.009504+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":90.9,"without_pass_pct":86.4,"tokens_delta_pct":295.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-04T12:48:19.009504+00:00","run_id":"b4d3e120-7a04-4368-86bb-0a1e0b08f12e","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"130b3bba0710cc382d0a437962e1ba500c4b7c6dcb818e26f6d2234a704a26bd","raw_url":"https://app.decimal.ai/s/valtterimelkko-thematic-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/valtterimelkko-thematic-analysis"}