{"slug":"brycewang-stanford-aejpol-theory-model","source_name":"brycewang-stanford/aejpol-theory-model","name":"Brycewang Stanford/Aejpol Theory Model","description":"Use when an AEJ: Economic Policy manuscript needs a framework that maps reduced-form estimates into a welfare, cost-benefit, or distributional policy object — sufficient statistics, MVPF, optimal-policy, or a small applied model. Builds the estimate-to-welfare bridge and states its assumptions; it does not run the empirical estimation or write the prose.","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":-13.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T03:58:31.833558+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":86.4,"without_pass_pct":77.3,"tokens_delta_pct":-13.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-15T03:58:31.833558+00:00","run_id":"b002d09b-4212-43ab-aee7-a0209e2cefdc","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":"323ecb9611ec03a049423aa708db278ce0f1d2e6d418c46dd978708a1ee6cdd9","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aejpol-theory-model/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aejpol-theory-model"}