brycewang-stanford/Auto-Empirical-Research-Skills - الصفحة ٧

r-performance

R performance best practices including profiling, benchmarking, vctrs, and optimization strategies. Use when optimizing R code.

لغة النص الأصلي: الإنجليزية

r-style-guide

R style guide covering naming conventions, spacing, layout, and function design best practices. Use when writing R code.

لغة النص الأصلي: الإنجليزية

rlang-patterns

rlang metaprogramming patterns for data-masking, injection operators, and dynamic dots. Use when writing functions that use tidy evaluation.

لغة النص الأصلي: الإنجليزية

tdd-workflow

Test-driven development workflow for R using testthat. Use when writing new features, fixing bugs, or refactoring code. Enforces test-first development with 80%+ coverage.

لغة النص الأصلي: الإنجليزية

tidyverse-patterns

Modern tidyverse patterns for R including pipes, joins, grouping, purrr, and stringr. Use when writing tidyverse R code.

لغة النص الأصلي: الإنجليزية

econ-write

Expert economics paper writing assistant synthesizing advice from 50+ top guides by Cochrane, McCloskey, Shapiro, Head, Bellemare, Goldin, Glaeser, Kremer, and other leading economists. USE THIS SKILL whenever the user writes, edits, reviews, rewrites, or…

لغة النص الأصلي: الإنجليزية

edgartools

Query and analyze SEC filings using EdgarTools

لغة النص الأصلي: الإنجليزية

briefing-note

Structured policy briefing note (1-2 pages). Issue, background, analysis, options, recommendation. UK GES, Australian Treasury, consulting formats. Auto-populates from econstack data skills.

لغة النص الأصلي: الإنجليزية

cost-benefit

Cost-benefit analysis. Produces economic NPV and financial NPV side by side, with BCR, optimism bias (with mitigation), Marginal Excess Tax Burden, real-terms rebasing, WELLBY / QALY / VPF wellbeing valuation, sensitivity, switching values, EANC for…

لغة النص الأصلي: الإنجليزية

econ-audit

Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across core categories…

لغة النص الأصلي: الإنجليزية

fiscal-briefing

Public finances briefing. Supports UK, US, and Australia. Produces a single compact briefing on borrowing, debt, receipts, spending, and fiscal rules. Optional debt sustainability analysis via the debtkit R package. User-selectable sub-components and…

لغة النص الأصلي: الإنجليزية

longlist

Brainstorm a longlist of benefits and costs for a project. Outputs two clean tables (benefits and costs), each with materiality (H/M/L), a cash flow tag (cash in / cash out / non-cash), a quantification method, and a monetisation method. Supports HMT Green…

لغة النص الأصلي: الإنجليزية

macro-briefing

Macroeconomic monitor. Supports UK, US, Euro area, and Australia. Pulls GDP, inflation, employment, wages, rates, trade, housing, and fiscal data. Each country follows its central bank's reporting structure. Produces a single clean briefing with a…

لغة النص الأصلي: الإنجليزية

market-research

Industry and market research. Market sizing, structure, competition, regulation, supply chains, pricing, M&A. Produces a single compact, source-cited research report with Porter's Five Forces, HHI / CR4, PESTLE, and trade flows. Supports UK, US, EU,…

لغة النص الأصلي: الإنجليزية

openalex

Use when the user asks about academic literature, research papers, scholarly works, authors, citations, institutions, journals, or any academic metadata. Trigger when users want to search for papers, find author profiles, track citations, discover related…

لغة النص الأصلي: الإنجليزية

academic-baseline

Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other superpapers skills.

لغة النص الأصلي: الإنجليزية

brainstorm

Use when starting a new research project, exploring a research idea, deciding whether a question is viable, or before touching code or data for a new paper. Runs a research-focused brainstorm that clarifies research question, identification strategy, data…

لغة النص الأصلي: الإنجليزية

citation-management

Use when adding citations to a .bib file, importing references by DOI, cleaning a bibliography, detecting duplicate entries, or normalizing citation keys. Uses direct .bib manipulation with CrossRef API for metadata resolution — no external tool dependencies.

لغة النص الأصلي: الإنجليزية

compile-latex

Use when compiling a LaTeX paper, debugging LaTeX errors, building a paper PDF, or when a .tex file fails to produce output. Handles engine detection (xelatex vs pdflatex), bibliography systems (biber vs bibtex), and multi-pass compilation.

لغة النص الأصلي: الإنجليزية

data-collection

Use 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. Handles source discovery, respectful collection, local caching, and manifest…

لغة النص الأصلي: الإنجليزية

execute-plan

Use when a research implementation plan exists in docs/superpapers/plans/ and the user is ready to execute it — collecting data, running analysis, producing outputs, writing the paper. Orchestrates task execution with replication-driven verification and…

لغة النص الأصلي: الإنجليزية

journal-guidelines

Use when preparing a paper for submission to a specific journal, checking formatting requirements, parsing instructions for authors, building a submission checklist, or adapting a paper to a journal template. Fetches the journal's official guidelines via web…

لغة النص الأصلي: الإنجليزية

journal-selection

Use when choosing a target journal for a paper, comparing journal rankings, asking "where should I submit this", or building a submission strategy across multiple journals. Field-agnostic — detects the paper's research area and suggests appropriate outlets…

لغة النص الأصلي: الإنجليزية

literature-search

Use when the user asks to search for papers, review literature, find references on a topic, verify a paper exists, or build a bibliography. Enforces web verification of every citation via web fetch to prevent hallucinated references.

لغة النص الأصلي: الإنجليزية

paper-review

Use when a paper is complete or near-complete and a holistic pre-submission audit is needed. Cross-cuts text, code, tables, figures, results, citations, and reproducibility in a single pass and produces a persistent audit report. Works standalone on papers…

لغة النص الأصلي: الإنجليزية

paper-writing

Use when drafting, rewriting, reviewing, or auditing prose for any section of an empirical academic paper (Abstract, Introduction, Methods, Data, Results, Discussion, Conclusion) or specialized output (job market paper, grant proposal, policy brief, referee…

لغة النص الأصلي: الإنجليزية

replication-driven-research

Use when starting empirical analysis, creating a data pipeline, generating results, or when data or model specifications change. Enforces end-to-end reproducibility — every number in the paper must be regenerable from raw data by a script with a fixed seed.…

لغة النص الأصلي: الإنجليزية

robustness-checks

Use when a main specification has produced a result, when preparing a paper appendix, when a reviewer requests robustness, or before declaring any empirical finding final. Guides selection of design-appropriate checks without mandating a fixed checklist.

لغة النص الأصلي: الإنجليزية

statistical-modeling

Use when estimating a statistical or econometric model, running a regression, specifying an identification strategy, testing a hypothesis, or fitting any model to empirical data. Guides the process (assumptions, estimation, reporting, diagnostics) without…

لغة النص الأصلي: الإنجليزية

tables-and-figures

Use when generating a LaTeX results table, creating a figure for a paper, formatting descriptive statistics, preparing regression output for publication, or producing vector-quality graphics. Enforces booktabs, threeparttable, vector PDFs, and…

لغة النص الأصلي: الإنجليزية

write-plan

Use when a research design spec exists and the user is ready to translate it into a concrete implementation plan with phased tasks, artifacts, and verification criteria. Produces a research execution plan organized in canonical research phases — collection,…

لغة النص الأصلي: الإنجليزية

analyze

Confirmatory hypothesis testing matched to pre-registration, with full assumption testing, effect sizes, confidence intervals, and APA 7th formatted output. Supports OLS/GLM regression, panel regression (fixest), mixed models (lme4), SEM/CFA (lavaan),…

لغة النص الأصلي: الإنجليزية

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 subjective choice, compute scale reliability and composites, and write…

لغة النص الأصلي: الإنجليزية

data-profile

Generate a complete, manuscript-ready data profile: demographics summary table, scale identification with reliability (alpha, omega, CFA), comprehensive codebook, sample characteristics, and measurement documentation — all following current best practices at…

لغة النص الأصلي: الإنجليزية

data-validate

Run declarative data quality checks and generate a codebook. Checks completeness, distributions, impossible values, duplicates, outliers, encoding issues, attention check failures, and manipulation check results. Produces a pointblank/pandera validation…

لغة النص الأصلي: الإنجليزية

eda

Comprehensive exploratory data analysis with publication-quality descriptive tables, correlation matrices, distribution plots, and assumption testing. Generates a standalone EDA report with Table 1 (gtsummary/great_tables), correlation heatmap, distribution…

لغة النص الأصلي: الإنجليزية

process-model

Implement Hayes PROCESS mediation and moderation models transparently via lavaan and bruceR, with bootstrap CIs, index of moderated mediation, Johnson-Neyman regions of significance, and APA-formatted output that matches familiar PROCESS tables. Maps model…

لغة النص الأصلي: الإنجليزية

research-init

Scaffold a new research project with full reproducibility infrastructure in R and/or Python. Creates directory structure, pipeline stubs (targets/Snakemake), environment lockfiles (renv/uv), documentation templates (codebook, decision log, pre-registration,…

لغة النص الأصلي: الإنجليزية

research-intake

Bidirectional review — THE entry point for every research engagement. Reviews everything the researcher has (data, docs, code, instruments) and produces two outputs: (1) a gap analysis showing what their project needs to meet gold standards, and (2)…

لغة النص الأصلي: الإنجليزية

visualize

Create publication-quality figures that meet journal submission standards. APA 7th defaults with journal-specific overrides. Supports interaction plots, mediation path diagrams, forest plots, marginal effects, Johnson-Neyman plots, correlation heatmaps, and…

لغة النص الأصلي: الإنجليزية