{"slug":"brycewang-stanford-aer-identification","source_name":"brycewang-stanford/aer-identification","name":"Brycewang Stanford/Aer Identification","description":"Use when selecting, implementing, or stress-testing the causal identification strategy for an empirical economics manuscript — difference-in-differences (including staggered designs), instrumental variables (including weak-IV-robust inference), regression discontinuity, synthetic control, or shift-share / Bartik. Apply before writing the introduction or results.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":66.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-08T23:17:19.084403+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":86.4,"without_pass_pct":50,"tokens_delta_pct":66.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-08T23:17:19.084403+00:00","run_id":"93474db5-e11c-4504-b64a-9fe889eb5cc2","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":"NOASSERTION","install_count":0,"manifest_hash":"8f3692c54fb381467197d92744c29cce0628c8b6b6e06817f51436175c4d674e","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aer-identification/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aer-identification"}