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Data & Analytics · brycewang-stanford/Auto-Empirical-Research-Skills
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Opinionated Bayesian modeling workflow with PyMC and ArviZ. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Pass | MIT | 6 days ago |
| 2 | A skill your agent uses when constructing or revising regression tables, descriptive statistics tables, or figures after results are estimated and before submission for an AER, AER:Insights, or AEJ… | brycewang-stanford/ | 4.6k | 1 repo | ~2k | Automated safety check: Pass | Unknown | 6 days ago |
| 3 | This skill covers Bayesian estimation and inference in quantitative social science. | brycewang-stanford/ | 4.6k | — | ~3.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 4 | Production-grade Bayesian causal inference with PyMC, CausalPy, and DoWhy. | brycewang-stanford/ | 4.6k | — | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 5 | This skill covers causal machine learning methods in applied economics and quantitative social science. | brycewang-stanford/ | 4.6k | — | ~2.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 6 | Downloads education datasets from configured mirror sources (parquet/CSV) with local Polars filtering. | brycewang-stanford/ | 4.6k | — | ~2.8k | Automated safety check: Pass | Unknown | 6 days ago |
| 7 | CCD — federal universe of all U.S. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~4.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 8 | Spatial data: GeoDataFrames, spatial joins, CRS/projections, choropleth/interactive maps, spatial autocorrelation, PySAL. | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 9 | Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation. | brycewang-stanford/ | 4.6k | — | ~3.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 10 | 10.Linearmodels Panel data, IV/GMM, system regression. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~3.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 11 | 11.Marimo Reactive Python notebook system. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~2.8k | Automated safety check: Pass | Unknown | 6 days ago |
| 12 | Econometrics skill for OLS regression and linear models. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~1.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 13 | 13.Plotly Plotly interactive visualization. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~1.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 14 | 14.Plotnine plotnine static visualization (ggplot2 syntax for Python). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~1.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 15 | 15.Polars Polars DataFrame library for high-performance data manipulation. | brycewang-stanford/ | 4.6k | — | ~2.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 16 | This skill covers publication-quality tables and figures for academic research papers. | brycewang-stanford/ | 4.6k | — | ~2k | Automated safety check: Pass | Unknown | 6 days ago |
| 17 | 17.Pyfixest Fast high-dimensional fixed effects: OLS, Poisson, IV with multi-way FE; DiD (TWFE, did2s, Sun-Abraham); clustered SEs; etable/coefplot/iplot. | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 18 | 18.Statsmodels Statistical modeling: OLS/WLS/GLS, GLM (logit, probit, Poisson), time series (ARIMA, VAR), mixed effects, diagnostics. | brycewang-stanford/ | 4.6k | — | ~3.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 19 | 19.Svy Complex survey analysis: strata/PSU/weights, variance estimation (Taylor, BRR, jackknife, bootstrap), survey GLM, domain analysis, calibration. | brycewang-stanford/ | 4.6k | — | ~3.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 20 | 20.Time Series Econometrics skill for time series analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~2.1k | Automated safety check: Pass | Unknown | 6 days ago |
| 21 | 21.Visualize Create publication-quality figures that meet journal submission standards. | brycewang-stanford/ | 4.6k | — | ~1.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 22 | 22.ML Causal Econometrics skill for machine learning methods in causal inference. | brycewang-stanford/ | 4.6k | — | ~4k | Automated safety check: Pass | Unknown | 6 days ago |
| 23 | End-to-end data analysis workflow in R or Python — from exploration through regression to publication-ready tables and figures. | brycewang-stanford/ | 4.6k | — | ~1.9k | Automated safety check: Notes | Unknown | 6 days ago |
| 24 | End-to-end R data analysis for the sewage project. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~1.2k | Automated safety check: Notes | Unknown | 6 days ago |
| 25 | 25.Data Deposit Prepare a replication package for the sewage-house-prices project. | brycewang-stanford/ | 4.6k | — | ~1.2k | Automated safety check: Notes | Unknown | 6 days ago |
| 26 | Julia-based econometric and structural estimation for computationally intensive tasks. | brycewang-stanford/ | 4.6k | — | ~1.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 27 | Interpretation guidance for Urban Institute Portal datasets. | brycewang-stanford/ | 4.6k | — | ~5.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 28 | 28.G1 VS-Enhanced Journal Matcher with Journal Intelligence MCP — Real-time journal data pipeline with checkpoint-based human decisions. | brycewang-stanford/ | 4.6k | — | ~3.7k | Automated safety check: Pass | Unknown | 6 days ago |
| 29 | R-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~5.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 30 | Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics. | brycewang-stanford/ | 4.6k | — | ~645 | Automated safety check: Notes | Unknown | 6 days ago |
| 31 | A skill your agent uses when starting empirical analysis, creating a data pipeline, generating results, or when data or model specifications change. | brycewang-stanford/ | 4.6k | — | ~1.7k | Automated safety check: Pass | Unknown | 6 days ago |
| 32 | 32.Review R R code review for the sewage project. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~1.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 33 | Run an instrumented walk of a specification universe and recover honest inference from it. | brycewang-stanford/ | 4.6k | — | ~3.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 34 | Stata-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~6.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 35 | 35.Stats Econometrics skill for descriptive statistics and summary tables. | brycewang-stanford/ | 4.6k | — | ~2k | Automated safety check: Pass | Unknown | 6 days ago |
| 36 | 36.Analyze Confirmatory hypothesis testing matched to pre-registration, with full assumption testing, effect sizes, confidence intervals, and APA 7th formatted output. | brycewang-stanford/ | 4.6k | — | ~1.6k | Automated safety check: Pass | Unknown | 6 days ago |
| 37 | 37.Data Clean Produce documented data cleaning scripts that log every transformation with N before/after each step, generate a CONSORT-style exclusion flow diagram, create decision log entries for every… | brycewang-stanford/ | 4.6k | — | ~1.1k | Automated safety check: Pass | Unknown | 6 days ago |
| 38 | A skill your agent uses when collecting data for a research project, downloading time series, building a dataset, accessing economic or social data APIs, or scraping data from a non-API source. | brycewang-stanford/ | 4.6k | — | ~975 | Automated safety check: Pass | Unknown | 6 days ago |
| 39 | Run declarative data quality checks and generate a codebook. | brycewang-stanford/ | 4.6k | — | ~1k | Automated safety check: Pass | Unknown | 6 days ago |
| 40 | 40.Eda Comprehensive exploratory data analysis with publication-quality descriptive tables, correlation matrices, distribution plots, and assumption testing. | brycewang-stanford/ | 4.6k | — | ~1.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 41 | 41.Scikit Learn Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines. | brycewang-stanford/ | 4.6k | — | ~4.6k | Automated safety check: Pass | Unknown | 6 days ago |
| 42 | 42.Check Env Verifies required tools (Quarto, uv, Python, R, Stata, TeX) and Jupyter kernels are installed. | brycewang-stanford/ | 4.6k | — | ~578 | Automated safety check: Notes | Unknown | 6 days ago |
| 43 | 43.E1 E1-Quantitative Analysis Guide with Code Generation & Sensitivity Analysis VS-Enhanced with Full 5-Phase process: Avoids obvious analyses, explores innovative methodologies Expanded to include… | brycewang-stanford/ | 4.6k | — | ~9.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 44 | 44.Execute Executes all registered notebooks, strips noisy cell metadata, and syncs Jupytext pairs. | brycewang-stanford/ | 4.6k | — | ~370 | Automated safety check: Notes | Unknown | 6 days ago |
| 45 | 45.Figure Econometrics skill for generating publication-quality figures for top economics journals. | brycewang-stanford/ | 4.6k | — | ~5.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 46 | 46.New Notebook Creates a Jupyter notebook with Jupytext pairing and registers it in quarto.yml. | brycewang-stanford/ | 4.6k | — | ~361 | Automated safety check: Notes | Unknown | 6 days ago |
| 47 | 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/ | 4.6k | — | ~7.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 48 | 48.Analyze End-to-end data analysis dispatching Coder and Data-engineer for implementation, coder-critic for review. | brycewang-stanford/ | 4.6k | — | ~2.2k | Automated safety check: Notes | Unknown | 6 days ago |
