brycewang-stanford/Auto-Empirical-Research-Skills - الصفحة ٦

topic-modeling

Structural topic modeling: STM spec, topic count, coherence-exclusivity.

لغة النص الأصلي: الإنجليزية

vlm-ocr-pipeline

VLM-based OCR pipeline: model selection, prompts, architecture, evaluation.

لغة النص الأصلي: الإنجليزية

stata-causal-inference

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.

لغة النص الأصلي: الإنجليزية

stata-data-audit

Audit datasets for structure, missingness, labeling, suspicious values, duplicate identifiers, and documentation readiness. Use when a researcher asks for data QA, codebook review, sanity checks, or pre-analysis cleanup guidance.

لغة النص الأصلي: الإنجليزية

stata-data-provenance

Track dataset lineage, transformation steps, merge logic, and reproducibility risks in Stata workflows. Use when the user needs to explain where data came from, how it changed, or why a pipeline can be trusted.

لغة النص الأصلي: الإنجليزية

stata-environment-diagnose

Diagnose local Stata, MCP, package, startup, graph-export, and permissions issues. Use when setup is failing, Stata is not discovered, packages are missing, logs are truncated, or a managed machine behaves differently from a normal workstation.

لغة النص الأصلي: الإنجليزية

stata-graph

List, export, and review Stata graphs from the current session.

لغة النص الأصلي: الإنجليزية

stata-help

Look up Stata command documentation and display formatted help text.

لغة النص الأصلي: الإنجليزية

stata-inspect

Describe and summarize the current dataset in memory. Optionally inspect a specific variable with codebook.

لغة النص الأصلي: الإنجليزية

stata-lint

Run static analysis on a Stata .do or .ado file and report style and best-practice issues.

لغة النص الأصلي: الإنجليزية

stata-log

Tail, read, or search a Stata log file from a previous command or background task.

لغة النص الأصلي: الإنجليزية

stata-modernize

Improve, modernize, and optimize existing Stata code for performance, portability, and maintainability. Use when legacy patterns such as preserve/restore, cd,

لغة النص الأصلي: الإنجليزية

stata-power-analysis

Plan and critique power, MDE, and sample-size calculations for Stata-based research workflows. Use when the user is designing a study, checking detectability, or defending precision claims.

لغة النص الأصلي: الإنجليزية

stata-publication-qa

Review regression outputs, tables, and graphs for publication readiness. Use when the user asks whether a result is ready for a paper, appendix, seminar, referee response, or coauthor review.

لغة النص الأصلي: الإنجليزية

stata-referee-response

Organize and execute Stata workflows for referee responses, robustness requests, and coauthor follow-ups. Use when the user needs to answer a critique with targeted reruns, tables, figures, and a defensible audit trail.

لغة النص الأصلي: الإنجليزية

stata-replication

Run replication, robustness, and specification-sensitivity workflows for Stata projects. Use when a researcher wants to reproduce a result, rerun a pipeline, compare specifications, audit a do-file sequence, or check whether a claim is stable.

لغة النص الأصلي: الإنجليزية

stata-results

Fetch and display stored r(), e(), and s() results from the last Stata command.

لغة النص الأصلي: الإنجليزية

stata-run

Run arbitrary Stata code or a .do file and display the result.

لغة النص الأصلي: الإنجليزية

stata-setup

Install, configure, update, or verify mcp-stata across Claude Code, Codex, Gemini CLI, Cursor, Windsurf, and VS Code. Activate when users ask to set up the Stata toolkit or troubleshoot the installation.

لغة النص الأصلي: الإنجليزية

stata

Show mcp-stata identity, connected tools, and status. Use when the user asks if mcp-stata is available, asks about access to the toolkit, or asks what Stata tools are connected.

لغة النص الأصلي: الإنجليزية

stata-table-builder

Build and review paper-ready regression, balance, and summary tables from Stata outputs. Use when the user needs a clean table for a draft, appendix, or coauthor share-out.

لغة النص الأصلي: الإنجليزية

stata-toolkit

Activate when users mention Stata commands, .do files, regressions, econometrics, stored results, graphs, dataset inspection, replication, or Stata errors. Route the task through mcp-stata tools and the specialized research skills instead of treating it as…

لغة النص الأصلي: الإنجليزية

choosing-causalpy-methods

Choose the appropriate CausalPy experiment class from a causal question, data structure, treatment assignment, and identification assumptions. Use before writing analysis code when the method is not yet settled.

لغة النص الأصلي: الإنجليزية

running-causalpy-experiments

Fit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the causal method has been selected, including when configuring PyMC/sklearn models and scale-aware custom priors.

لغة النص الأصلي: الإنجليزية

running-placebo-analysis

Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance. Use when checking model robustness, verifying lack of pre-intervention effects, or estimating study power.

لغة النص الأصلي: الإنجليزية

slr-prisma

Guide users through writing a systematic literature review (SLR) following the PRISMA 2020 framework. Use this skill whenever the user mentions 'systematic review', 'systematic literature review', 'SLR', 'PRISMA', 'PRISMA 2020', 'PRISMA flow diagram', 'PRISMA…

لغة النص الأصلي: الإنجليزية

thematic-analysis

Conduct rigorous thematic analysis (TA) of qualitative data following Braun and Clarke's (2006) six-phase framework. Use whenever the user mentions 'thematic analysis', 'TA', 'Braun and Clarke', 'qualitative coding', 'identifying themes', or asks for help…

لغة النص الأصلي: الإنجليزية

citation-check

Audit in-text/reference parity, DOIs, claim support, and citation style.

لغة النص الأصلي: الإنجليزية

conjoint-cleaning

Clean and reshape Qualtrics conjoint exports to analysis-ready long format.

لغة النص الأصلي: الإنجليزية

conjoint-diagnostics

Diagnose conjoint design integrity, estimation choices, and validity.

لغة النص الأصلي: الإنجليزية

diverge

Before implementing, generate 3-5 conceptually distinct approaches labeled by creativity dimension (Novel, Surprising, Diverse, Conventional), then hold for selection. Brainstorm-then-select to resist defaulting to the most obvious solution.

لغة النص الأصلي: الإنجليزية

fair-check

Audit manuscript and replication package against FAIR open-science principles.

لغة النص الأصلي: الإنجليزية

figure-table-audit

Audit figures, tables, captions, cross-references, and statistical notes.

لغة النص الأصلي: الإنجليزية

journal-review

Draft a senior peer-review report on a social-science manuscript.

لغة النص الأصلي: الإنجليزية

list-experiment

Design and diagnose list experiments (item count technique).

لغة النص الأصلي: الإنجليزية

methods-reporting

Check methods reporting against CONSORT, JARS, DA-RT standards.

لغة النص الأصلي: الإنجليزية

replication-package

Scaffold or audit a social-science replication package at a target directory. Generates folder structure, README, master.R, figure/table crosswalk, codebook template, LICENSE placeholder, and pre-release checklist. Adapted from Yusaku Horiuchi's…

لغة النص الأصلي: الإنجليزية

r-bayes

Patterns for Bayesian inference in R using brms, including multilevel models, DAG validation, and marginal effects. Use when performing Bayesian analysis.

لغة النص الأصلي: الإنجليزية

r-oop

R object-oriented programming guide for S7, S3, S4, and vctrs. Use when designing R classes or choosing an OOP system.

لغة النص الأصلي: الإنجليزية

r-package-development

R package development guide covering dependencies, API design, testing, and documentation. Use when developing R packages.

لغة النص الأصلي: الإنجليزية