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Causal Inference — measured AI agent skill | DecimalAI

brycewang-stanford/stata-causal-inference

SkillScore95Maintained

Design, run, and critique causal inference workflows in Stata. Use when the user is working on identification, treatment effects, DiD, IV, event studies, RD, or assumption-sensitive empirical claims.

by brycewang-stanford

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Data Analyst pack

decimalai skills pull brycewang-stanford-stata-causal-inference

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/brycewang-stanford-stata-causal-inference/SKILL.md

Raw file: /s/brycewang-stanford-stata-causal-inference/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-stata-causal-inference.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

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Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 6h ago

Yes — +5% lift-22% tokens0% turns95% of whole cases pass with skill (21/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-09	✗→✓	▲ Improved	-23%	0%
case-15	✗→✓	▲ Improved	-3%	0%
case-02	✓→✗	▼ Worse	-11%	0%
case-04	✓→✓	＝ Same ✓	-42%	0%
case-05	✓→✓	＝ Same ✓	-24%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / Auto-Empirical-Research-Skills

skills/64-tmonk-mcp-stata/skills/stata-causal-inference/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/2/2026Version v1Bundled 1 file

Skill contents

references/

SKILL.md

Causal Inference

Use this skill when the question is causal, not merely predictive.

Clarify the identification strategy.
Check the right diagnostics and assumptions for the design.
Separate point estimates from identification credibility.

Read references/designs.md for design-specific guidance.

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Other measured skills in the registry, with their headline benchmark lift.

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brycewang-stanford/stata-causal-inference

SkillSafety

Source

Causal Inference

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