A skill your agent uses when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium…

MITAuto-check passedBusiness, Finance & HR

Install Revacc Tables Figures

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill revacc-tables-figures -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills revacc-tables-figures --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Review-of-Accounting-Studies-Skills/skills/revacc-tables-figures .claude/skills/revacc-tables-figures && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
revacc-tables-figures
GitHub stars
1.2k
Token cost
~1.5k tokens
SKILL.md length
602 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium…

  • Works in 6 steps: Variable definitions — every variable… → Descriptive statistics — N, mean,… → Correlations — Pearson/Spearman where it… → …
  • The exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables
  • SKILL.md covers When to trigger, The standard RAST exhibit set, Make every exhibit… and Figures that earn their place, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Revacc Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium figures, and a descriptive-statistics block that survives referee scrutiny. Builds the exhibits; it does not run the analysis (revacc-data-analysis) or polish the surrounding prose (revacc-writing-style).

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Business, Finance & HR, covering Accounting and bookkeeping, Statistics and Brand voice and tone. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • The exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables
  • Event-study and equilibrium figures
  • A descriptive-statistics block that survives referee scrutiny

Example prompts

  • “/revacc-tables-figures”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Variable definitions — every variable defined with its data source (Compustat item, CRSP field, I/B/E/S measure) so the sample is…
  2. Descriptive statistics — N, mean, median, SD, key percentiles for all variables; this is the table referees use to catch a broken sample…
  3. Correlations — Pearson/Spearman where it informs multicollinearity or the main association.
  4. Main result — the focal estimating equation with fixed effects and clustering noted in the table notes; report economic magnitude, not…
  5. Identification diagnostics — pre-trends/dynamic effects (DiD), first stage (IV), bandwidth/density (RD).
  6. Robustness and cross-section — alternative proxies, subsamples, channel partitions.

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Revacc Tables Figures loads about 1.5k tokens when it runs. Until then it costs about 100 tokens; SKILL.md has 602 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~100
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 602 words, ~1,467 tokens.

Download SKILL.mdSave it as .claude/skills/revacc-tables-figures/SKILL.md (or your agent's skills folder).
name
revacc-tables-figures
description
Use when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium figures, and a descriptive-statistics block that survives referee scrutiny. Builds the exhibits; it does not run the analysis (revacc-data-analysis) or polish the surrounding prose (revacc-writing-style).

Tables & Figures (revacc-tables-figures)

When to trigger

  • Tables are dense, inconsistent, or not self-explanatory without the text
  • Your descriptive-statistics table is missing or does not let a referee sanity-check the sample
  • A DiD or event study has no dynamic/event-time figure
  • An analytical paper has propositions but no figure illustrating the comparative statics
  • Significance is shown only with asterisks, or coefficients lack the economic-magnitude read

The standard RAST exhibit set

Accounting empirical papers at RAST converge on a recognizable sequence; build it in order.

  1. Variable definitions — every variable defined with its data source (Compustat item, CRSP field, I/B/E/S measure) so the sample is reconstructable.
  2. Descriptive statistics — N, mean, median, SD, key percentiles for all variables; this is the table referees use to catch a broken sample (implausible accruals, miswinsorized ratios).
  3. Correlations — Pearson/Spearman where it informs multicollinearity or the main association.
  4. Main result — the focal estimating equation with fixed effects and clustering noted in the table notes; report economic magnitude, not only significance.
  5. Identification diagnostics — pre-trends/dynamic effects (DiD), first stage (IV), bandwidth/density (RD).
  6. Robustness and cross-section — alternative proxies, subsamples, channel partitions.

For analytical papers, the exhibit set is figures: an equilibrium/comparative-static plot that makes the proposition legible, and a stylized numerical example.

Make every exhibit self-contained

A RAST table must be readable without the body text. The title states what is estimated; the notes give the sample, period, unit of observation, fixed effects, clustering, winsorization, and what significance markers mean. A referee should reconstruct the specification from the table alone. Report coefficients with standard errors (or t-stats) consistently, and translate the headline coefficient into an economic magnitude ("a one-SD increase in disclosure quality lowers the bid-ask spread by X%").

Figures that earn their place

  • Event-time / dynamic-effect plot for any DiD — the single most persuasive identification exhibit; show the flat pre-trend and the post-treatment path with confidence bands.
  • Event-study CAR plot for information-content/value-relevance claims, with the window and benchmark stated.
  • Comparative-static figure for analytical papers — plot the equilibrium object against the key primitive so the accounting reading is visible.
  • Avoid chartjunk and dual axes; one figure, one message.
Show full SKILL.md (252 more words)Show less

House-style discipline

Follow the journal's formatting (待核实; 检索于 2026-06;以官网为准): consistent decimal places, a stated significance convention, numbered tables/figures referenced in order, and an abstract within the journal's limit (~150–250 words, 待核实). Keep exhibits anonymized for double-blind review (no author-identifying file names or acknowledgements embedded).

Execution bridge (StatsPAI / Stata MCP)

Generate exhibits from the fitted result, not by retyping numbers (the usual source of body-vs-appendix drift). Full map: execution-with-mcp. RAST is empirical accounting; emphasize identification of disclosure / governance effects and the multiple-testing haircut for mined associations.

  • Tables: etable (multi-model columns) or did_summary_to_latex straight from the result_id.
  • Figures: plot_from_result / enhanced_event_study_plot / event_study_table — axis units and the SE/clustering note baked in.
  • Every note names the estimator + clustering and states the effect size in interpretable units.

See a full fitted-result → exhibit chain in the JF execution walkthrough.

Checklist

  • Variable-definitions table with data sources present
  • Descriptive-statistics table lets a referee sanity-check the sample
  • Main table reports economic magnitude, not just significance
  • Table notes give sample, period, unit, FE, clustering, winsorization, significance convention
  • DiD has a dynamic/event-time figure; IV/RD diagnostics shown
  • Analytical comparative statics illustrated in a figure
  • Every exhibit is self-contained and anonymized for double-blind review

Anti-patterns

  • Asterisks-only inference with no standard errors and no economic magnitude.
  • Table dependent on the text — notes too thin to reconstruct the specification.
  • No descriptive-statistics table, hiding a broken or implausible sample.
  • A DiD with no event-time plot, leaving pre-trends unshown.
  • Chartjunk / dual axes that obscure the one message a figure should carry.
  • Identifying file names or acknowledgements breaking anonymization.

Output format

text
【Exhibit set】var-defs / descriptives / correlations / main / diagnostics / robustness
【Main table】FE + clustering in notes; economic magnitude reported? yes/no
【Identification figure】DiD event-time / IV first stage / RD plot
【Analytical figure】comparative static illustrated? yes/no
【Self-contained?】each exhibit readable alone; anonymized for double-blind
【House style】decimals/significance convention/abstract limit (待核实)
【Next skill】revacc-writing-style

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in Review-of-Accounting-Studies-Skills/skills/revacc-tables-figures of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Revacc Tables Figures next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Revacc Tables Figures compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Revacc Tables Figures this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
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Tar Tables Figuresfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
Jar Contribution Framingfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
Car Tables Figuresfranklee16/academic-research-skills2231 repos~997Automated safety check: PassNone
Car Methodsfranklee16/academic-research-skills2231 repos~1.2kAutomated safety check: PassNone

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Questions about Revacc Tables Figures

What does Revacc Tables Figures do?

A skill your agent uses when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium…. Revacc Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables, event-study and equilibrium figures, and a descriptive-statistics block that survives referee scrutiny.

When should I use Revacc Tables Figures?

Revacc Tables Figures fits situations like: the exhibits are the bottleneck for a Review of Accounting Studies (RAST) manuscript — building self-contained accounting panel tables; event-study and equilibrium figures; A descriptive-statistics block that survives referee scrutiny.

How do I install Revacc Tables Figures in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill revacc-tables-figures -a claude-code`. Or copy the skill folder (Review-of-Accounting-Studies-Skills/skills/revacc-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/revacc-tables-figures in your project. Claude Code loads it when a task matches its description.

How do I install Revacc Tables Figures in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill revacc-tables-figures -a codex`. Or copy the skill folder (Review-of-Accounting-Studies-Skills/skills/revacc-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/revacc-tables-figures in your project. Codex loads it when a task matches its description.

Can I use Revacc Tables Figures in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill revacc-tables-figures -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/revacc-tables-figures, .gemini/skills/revacc-tables-figures, .github/skills/revacc-tables-figures and .opencode/skills/revacc-tables-figures in your project.

What does Revacc Tables Figures need to run?

SKILL.md names no scripts, command-line tools or credentials: Revacc Tables Figures is instructions for the agent only.

Does Revacc Tables Figures access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Revacc Tables Figures safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Revacc Tables Figures use?

Revacc Tables Figures is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Revacc Tables Figures use?

About 1.5k tokens (SKILL.md is roughly 5.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Revacc Tables Figures?

Skills that share tags, products or a category with Revacc Tables Figures: Jar Tables Figures (franklee16/academic-research-skills, 223 stars), Tar Tables Figures (franklee16/academic-research-skills, 223 stars), Jar Contribution Framing (franklee16/academic-research-skills, 223 stars) and Car Tables Figures (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Revacc Tables Figures?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.