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statsmodels · By brycewang-stanford

9 skills found.
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1

This skill should be used when the user asks to "implement a DiD regression", "write a causal inference pipeline", "set up an event study", "implement instrumental variables", "run a regression…

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~1.5kAutomated safety check: PassUnknown6 days ago
2

Panel data, IV/GMM, system regression. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.2kAutomated safety check: PassUnknown6 days ago
3

Fast high-dimensional fixed effects: OLS, Poisson, IV with multi-way FE; DiD (TWFE, did2s, Sun-Abraham); clustered SEs; etable/coefplot/iplot.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.5kAutomated safety check: PassUnknown6 days ago
4

Statistical modeling: OLS/WLS/GLS, GLM (logit, probit, Poisson), time series (ARIMA, VAR), mixed effects, diagnostics.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.4kAutomated safety check: PassUnknown6 days ago
5
5.Svy

Complex survey analysis: strata/PSU/weights, variance estimation (Taylor, BRR, jackknife, bootstrap), survey GLM, domain analysis, calibration.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.4kAutomated safety check: PassUnknown6 days ago
6

Run the instrumented specification search in the user's own statistical language — Stata (reghdfe, ivreghdfe, rdrobust, did2s), R (fixest, rdrobust, did2s), Python (statsmodels, linearmodels) or…

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~2.1kAutomated safety check: PassUnknown6 days ago
7

Stata-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~6.2kAutomated safety check: PassUnknown6 days ago
8

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines.

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~4.6kAutomated safety check: PassUnknown6 days ago
9

A skill your agent uses when writing Python code for DSGE models, HANK models, numerical economic computation, causal inference, or quantitative economic data analysis

brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~7.9kAutomated safety check: PassUnknown6 days ago