القائمة
جمع SkillsMP عدد ١٬١١١ من skills من brycewang-stanford/Auto-Empirical-Research-Skills. افتح أي skill لمراجعة مصدره وتفاصيله.
عرض ٤٠ من أصل ١٬١١١ skills مجمعة.
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal…
لغة النص الأصلي: الإنجليزية
中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and…
لغة النص الأصلي: الإنجليزية
Use when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an explicitly approved Kaggle write/delete operation through the official CLI.
لغة النص الأصلي: الإنجليزية
Recommend AND run open-source AI tools, agents, Claude Code / Codex skills, and MCP servers for any stage of a literature review — searching, reading, extracting, synthesizing, screening, citation-checking, and paper writing. Use when the user asks "what tool…
لغة النص الأصلي: الإنجليزية
Use when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables; sample sizes; log-point and percentage-point conversions; cross-references; and…
لغة النص الأصلي: الإنجليزية
Use when selecting, implementing, or stress-testing the causal identification strategy for an empirical economics manuscript — difference-in-differences (including staggered designs), instrumental variables (including weak-IV-robust inference), regression…
لغة النص الأصلي: الإنجليزية
Use when drafting or rewriting the introduction of an economics manuscript targeted at AER, AER:Insights, or an AEJ, or when compressing an abstract to the mandatory 100-word limit. Implements the Keith Head / Bellemare five-paragraph formula and AER-specific…
لغة النص الأصلي: الإنجليزية
Use when positioning a manuscript against the existing economics literature, building the antecedents map for the introduction, deciding what to cite, or verifying that every reference in the bibliography is real, correctly attributed, and cited to the…
لغة النص الأصلي: الإنجليزية
Use when drafting or revising the body sections of an AER, AER:Insights, or AEJ manuscript — institutional background, data, empirical strategy, results, mechanisms, and conclusion. Covers equation conventions, results-paragraph narration, magnitude…
لغة النص الأصلي: الإنجليزية
Use when the project collects primary data or runs a field, lab, or survey experiment, before the intervention begins — write the pre-analysis plan, size the sample from a power calculation, and register with the AEA RCT Registry. Apply after the design is…
لغة النص الأصلي: الإنجليزية
Use when responding to a Revise & Resubmit decision from AER, AER:Insights, or an AEJ, and a point-by-point response letter plus aligned manuscript revisions are needed. Handles triage, the concede / clarify / push-back decision, and the response-letter…
لغة النص الأصلي: الإنجليزية
Use when a complete draft exists and needs an adversarial internal review before submission — simulating the AER desk screen and three referee reports with calibrated severity, scoring the paper against the editorial rubric, and producing a prioritized revise…
لغة النص الأصلي: الإنجليزية
Use when assembling the AEA Data and Code Availability deposit for an AER, AER:Insights, or AEJ acceptance, writing the README, or auditing a replication package before the AEA Data Editor review. Implements the current AEA policy, including the February 2026…
لغة النص الأصلي: الإنجليزية
Use when the main empirical results exist but the manuscript lacks the robustness, heterogeneity, mechanism, and placebo checks that AER referees will demand. Apply after aer-identification and before aer-introduction so that the value-added paragraph can…
لغة النص الأصلي: الإنجليزية
Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, robustness,…
لغة النص الأصلي: الإنجليزية
Use when running the final pre-submission audit for an AER, AER:Insights, or AEJ manuscript — length, format, cover letter, per-author disclosure statements, file packaging, and routing among the AEA journal family. Apply immediately before clicking submit.
لغة النص الأصلي: الإنجليزية
Use 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 manuscript. Implements AER booktabs house style, regression-table layout, and…
لغة النص الأصلي: الإنجليزية
Use when evaluating whether a research idea clears the AER top-5 bar, when routing between AER, AER:Insights, and the AEJ family, or when sharpening a fuzzy contribution sentence into one publishable claim. Apply before any writing begins.
لغة النص الأصلي: الإنجليزية
Use when deciding which AER-skills sub-skill to use next, before choosing a specialized skill or after a user asks how to sequence manuscript work from topic selection through rebuttal for AER, AER:Insights, or AEJ journals. Routes — does not replace — the…
لغة النص الأصلي: الإنجليزية
Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud / AEJ) with DID / RD / IV / SCM / DML / matching, written-out estimating equation + identifying…
لغة النص الأصلي: الإنجليزية
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy + statsmodels + linearmodels + pyfixest + rdrobust + econml + causalml + matplotlib/seaborn. **Defaults to economics empirical-paper style**…
لغة النص الأصلي: الإنجليزية
Classical end-to-end empirical analysis workflow in the modern tidyverse + econometrics R ecosystem — dplyr + tidyr + haven + fixest + sandwich + lmtest + clubSandwich + AER + ivreg + did + bacondecomp + HonestDiD + eventstudyr + rdrobust + rddensity + Synth…
لغة النص الأصلي: الإنجليزية
Classical end-to-end empirical analysis workflow in the traditional Stata ecosystem — native Stata + reghdfe + ivreg2 + csdid + did_imputation + eventstudyinteract + sdid + rdrobust + rddensity + synth + synth_runner + psmatch2 + teffects + ebalance +…
لغة النص الأصلي: الإنجليزية
Integrate AI tools into economic research, teaching, and policy analysis with attention to privacy and reproducibility.
لغة النص الأصلي: الإنجليزية
Coordinate writing, revision, and submission workflows for collaborative academic and policy documents.
لغة النص الأصلي: الإنجليزية
Create concise policy briefs that translate research into actionable recommendations for policymakers and stakeholders.
لغة النص الأصلي: الإنجليزية
Strategic research leadership for designing high-impact research agendas, coordinating teams, and translating research into policy and institutional influence.
لغة النص الأصلي: الإنجليزية
Plan, draft and refine research papers with reproducible analysis and publication-ready manuscripts.
لغة النص الأصلي: الإنجليزية
Run a 6-agent pre-submission panel review for a grant proposal targeting a specified funder or program
لغة النص الأصلي: الإنجليزية
Run a 6-agent pre-submission review of a pre-analysis plan (PAP) for a specified registration target or journal
لغة النص الأصلي: الإنجليزية
Review research code for reproducibility and quality, extract the paper's main empirical claims, compare paper to code, and write a constructive markdown report. Designed for social science / economics projects with LaTeX papers and Stata, R, or Python code.
لغة النص الأصلي: الإنجليزية
Run a fast 2-agent pre-submission check for an economics paper — focuses on contribution, identification, and causal overclaiming. Completes in ~1 minute.
لغة النص الأصلي: الإنجليزية
Run a 6-agent pre-submission referee report for an academic paper targeting a specified journal
لغة النص الأصلي: الإنجليزية
Standardized Python & Stata coding practices for empirical research projects
لغة النص الأصلي: الإنجليزية
Document datasets, variables, sources, and merge keys for replication
لغة النص الأصلي: الإنجليزية
Summarize academic papers, extract key findings, and identify research gaps
لغة النص الأصلي: الإنجليزية
Project directory organization and script naming conventions for research
لغة النص الأصلي: الإنجليزية
Structure responses to referee reports for R&R submissions
لغة النص الأصلي: الإنجليزية
Checklist of empirical robustness tests for finance/economics papers
لغة النص الأصلي: الإنجليزية
Guide economists to authoritative data sources with explicit, confirmed data specifications before retrieval; interfaces with Playwright MCP to navigate portals and extract real data, not articles about data.
لغة النص الأصلي: الإنجليزية