brycewang-stanford/Auto-Empirical-Research-Skills - الصفحة ٨

check-citations

Verify academic citations against CrossRef, Semantic Scholar, and OpenAlex. Detects AI-hallucinated references, chimeric citations, and suspicious patterns.

لغة النص الأصلي: الإنجليزية

lifelines

Complete survival analysis library in Python. Handles right-censored data, Kaplan-Meier curves, and Cox regression. Standard for clinical trial analysis and epidemiology.

لغة النص الأصلي: الإنجليزية

computational-inference

Computational methods for statistical inference and optimization

لغة النص الأصلي: الإنجليزية

statistical-software-qa

Quality assurance and testing protocols for statistical software

لغة النص الأصلي: الإنجليزية

mathematical-foundations

Core mathematical concepts and theoretical frameworks for statistics

لغة النص الأصلي: الإنجليزية

mediation-meta-analyst

Meta-analysis frameworks and methods for mediation studies

لغة النص الأصلي: الإنجليزية

sensitivity-analyst

Sensitivity analysis frameworks and assumption-testing methods

لغة النص الأصلي: الإنجليزية

methods-communicator

Effective communication strategies for statistical methods

لغة النص الأصلي: الإنجليزية

publication-strategist

Strategic publication planning and venue selection for research

لغة النص الأصلي: الإنجليزية

event-study

Use this skill whenever the user wants to conduct an event study, create event study plots, test for parallel trends, implement difference-in-differences designs, or work with any panel data estimation that involves pre/post treatment comparisons. Trigger on…

لغة النص الأصلي: الإنجليزية

humanize-chinese

Detect and humanize AI-generated Chinese text. 20+ rule detection categories plus statistical features (sentence-length CV, short-sentence fraction, comma density, perplexity, GLTR, DivEye) plus scene-aware LR fusion (rule × 0.2 + LR × 0.8) trained on three…

لغة النص الأصلي: الصينية

literature-review

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or…

لغة النص الأصلي: الإنجليزية

ml-paper-writing

Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX…

لغة النص الأصلي: الإنجليزية

latex-document

Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations (Beamer), scientific…

لغة النص الأصلي: الإنجليزية

causal-inference-mixtape

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 discontinuity design", "build a synthetic control model",…

لغة النص الأصلي: الإنجليزية

avoid-ai-writing

Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells," or "make this sound less like AI." Supports a…

لغة النص الأصلي: الإنجليزية

humanizer-academic

Remove signs of AI-generated writing from academic medical papers. Use when editing or reviewing manuscripts to make them sound more natural and professionally written. Based on Wikipedia's "Signs of AI writing" guide, adapted for medical literature. Detects…

لغة النص الأصلي: الإنجليزية

deslop

Remove AI writing patterns from prose. Use this skill when writing, drafting, editing, reviewing, or revising any text to eliminate predictable AI tells, slop, and formulaic patterns. Trigger this skill whenever the user asks to "deslop", "de-AI", "make it…

لغة النص الأصلي: الإنجليزية

stop-slop

Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

لغة النص الأصلي: الإنجليزية

python-panel-data

Panel data analysis with Python using linearmodels and pandas.

لغة النص الأصلي: الإنجليزية

r-econometrics

Run IV, DiD, and RDD analyses in R with proper diagnostics

لغة النص الأصلي: الإنجليزية

stata-regression

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

لغة النص الأصلي: الإنجليزية

beamer-presentation

Create academic presentations in Beamer with professional themes

لغة النص الأصلي: الإنجليزية

econ-visualization

Create publication-quality charts and graphs for economics papers.

لغة النص الأصلي: الإنجليزية

api-data-fetcher

Fetch economic data from FRED, World Bank, and other APIs

لغة النص الأصلي: الإنجليزية

stata-data-cleaning

Clean and transform messy data in Stata with reproducible workflows

لغة النص الأصلي: الإنجليزية

code-simplifier

Simplify and clean up code after changes are complete. Reduces complexity, improves readability, and ensures consistency.

لغة النص الأصلي: الإنجليزية

commit-push-pr

Commit changes, push to remote, and create a pull request. Use for completing features or fixes ready for review.

لغة النص الأصلي: الإنجليزية

sdd

Implements the Spec-Driven Development lifecycle (Intent, Requirements, Design, Tasks, Build) for structured feature development. Use when the user wants to scaffold a new feature spec, generate EARS requirements, create a technical design, break work into…

لغة النص الأصلي: الإنجليزية

techdebt

Find and fix technical debt including duplicated code, dead code, outdated patterns, and code smells. Run at the end of sessions to clean up.

لغة النص الأصلي: الإنجليزية

research-ideation

Generate research questions from economic phenomena

لغة النص الأصلي: الإنجليزية

lit-review-assistant

Search, summarize, and synthesize economics literature

لغة النص الأصلي: الإنجليزية

general-equilibrium-model-builder

Build and solve Walrasian general equilibrium models with theory derivations and Julia computation

لغة النص الأصلي: الإنجليزية

latex-econ-model

Write and typeset economic models in LaTeX with proper notation

لغة النص الأصلي: الإنجليزية

academic-paper-writer

Draft economics papers with proper structure and academic style

لغة النص الأصلي: الإنجليزية

latex-tables

Generate publication-ready regression tables in LaTeX.

لغة النص الأصلي: الإنجليزية

bayesian-estimation

This skill covers Bayesian estimation and inference in quantitative social science. Use when the user is specifying priors, running MCMC, diagnosing chain convergence, or reporting posterior summaries — including hierarchical models, Bayesian structural…

لغة النص الأصلي: الإنجليزية

causal-inference

This skill covers causal inference methods in observational and quasi-experimental settings. Use when the user is implementing, choosing between, or debugging causal identification strategies — including instrumental variables, difference-in-differences,…

لغة النص الأصلي: الإنجليزية

causal-ml

This skill covers causal machine learning methods in applied economics and quantitative social science. Use when implementing or choosing between modern ML-based causal estimators — including double machine learning, DML, partially linear models, interactive…

لغة النص الأصلي: الإنجليزية

empirical-playbook

This skill covers applied microeconomic empirical methods and research design. Use when the user is selecting an identification strategy, comparing estimators, running diagnostics, designing a research study, or evaluating an empirical strategy. Triggers on…

لغة النص الأصلي: الإنجليزية