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Stata Regression · brycewang-stanford | DecimalAI

scienceby brycewang-stanford

Stata Regression

brycewang-stanford/stata-regression

Source brycewang-stanford/Auto-Empirical-Research-Skills ↗License NOASSERTION

Run regression analyses in Stata with publication-ready output tables.

SkillScore73Maintained

Automatic

Data Analyst pack

Last verified 8/9/2026

What it changes

Passed 16 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill73%

Checks it passed that the model alone missed

Includes ssc install estout
Includes ssc install reghdfe
Asks the user to specify whether they prefer output in LaTeX, Word, or CSV format

2 fixed14 passed either way6 still failing0 broke

Pass-rate lift: +9 pp
Tokens: +28%
Agent turns: 0%
Response time: -9%

Model gemini-3.6-flashMeasured 8/9/2026v116 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-stata-regression/SKILL.md https://app.decimal.ai/s/brycewang-stanford-stata-regression/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-stata-regression, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-stata-regression/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-stata-regression

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-stata-regression/SKILL.md https://app.decimal.ai/s/brycewang-stanford-stata-regression/SKILL.md

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

I want to regress R&D expenditures on cash flow in Stata, but I haven't decided on an export format yet. What should you ask me first?

What was checked, without and with the skill
Checked	Without skill	With skill
Asks the user to specify whether they prefer output in LaTeX, Word, or CSV format	Missed	Passed

case-20 · gemini-3.6-flash · 8/9/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md114 linessingle file

Stata Regression

Purpose

This skill produces reproducible regression analysis workflows in Stata, including model diagnostics and publication-ready tables using esttab or outreg2.

When to Use

Estimating linear or nonlinear regression models in Stata
Producing tables for academic papers and reports
Running robustness checks and alternative specifications

Instructions

Follow these steps to complete the task:

Step 1: Understand the Context

Before generating any code, ask the user:

What is the dependent variable and key regressors?
What controls and fixed effects are required?
How should standard errors be clustered?
What output format is needed (LaTeX, Word, or CSV)?

Step 2: Generate the Output

Based on the context, generate Stata code that:

Loads and checks the data - Handle missing values and verify variable types
Runs the requested specification - Use regress, reghdfe, or xtreg as appropriate
Adds robust or clustered standard errors - Match the study design
Exports tables - Use esttab or outreg2 with clear labels

Step 3: Verify and Explain

After generating output:

Explain what each model estimates
Highlight assumptions and diagnostics

Track record

Benchmark

16 / 22

test cases passed, vs 14 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

View 15 scanner checks

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/09-meleantonio-awesome-econ-ai-stuff/_skills/analysis/stata-regression/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/2/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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See it in action

What's inside

Stata Regression

Purpose

When to Use

Instructions

Step 1: Understand the Context

Step 2: Generate the Output

Step 3: Verify and Explain

Track record

Benchmark

Adoption

SkillSafety

Source

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