{"slug":"brycewang-stanford-dowhy","source_name":"brycewang-stanford/dowhy","name":"Brycewang Stanford/Dowhy","description":"Causal inference framework for answering \"does X cause Y?\" beyond correlation. DoWhy (Microsoft Research) provides the identify-estimate-refute loop: define a causal graph (DAG), identify the causal effect using backdoor/frontdoor/instrumental variable criteria, estimate treatment effects with multiple estimators, and validate results with automated refutation tests. Use when: distinguishing causation from correlation, estimating treatment effects (ATE, ATT, CATE), designing and analyzing A/B te","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":487,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T02:35:15.924082+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":95.5,"without_pass_pct":90.9,"tokens_delta_pct":487,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-07T02:35:15.924082+00:00","run_id":"77129b73-7f70-4e29-bf4d-027fdf5ce21b","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":"a02e89bda3f4fac67ba8d14523db4a70cc4be3bd4a41c1817251a3538d3d3fb1","raw_url":"https://app.decimal.ai/s/brycewang-stanford-dowhy/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-dowhy"}