A skill your agent uses when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage…

MITAuto-check passedResearch & Science

Install Imfer Tables Figures

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills imfer-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/IMF-Economic-Review-Skills/skills/imfer-tables-figures .claude/skills/imfer-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
imfer-tables-figures
GitHub stars
1.2k
Token cost
~2.1k tokens
SKILL.md length
1,080 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage…

  • Works in 7 steps: The summary-statistics table earns its… → One headline exhibit. Decide the single… → Make country coverage explicit. State… → …
  • Readable cross-country panels
  • SKILL.md covers When to trigger, What IMFER exhibits must do, Exhibit craft and Execution bridge (StatsPAI /…, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Imfer Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage, readable cross-country panels, no significance asterisks. Builds the exhibits; it does not run the robustness behind them (imfer-robustness) or write the prose (imfer-writing-style).

Its SKILL.md is about 2.1k 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 Research & Science, covering 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

  • Readable cross-country panels
  • No significance asterisks

Example prompts

  • “/imfer-tables-figures”

Workflow steps

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

  1. The summary-statistics table earns its keep. For a cross-country paper this is not boilerplate: report the dispersion across countries…
  2. One headline exhibit. Decide the single table or figure that is the paper; make it self-contained — a reader who sees only it should grasp…
  3. Make country coverage explicit. State the economies and years in the note; if the panel is unbalanced, say so; a coverage table or map…
  4. No asterisks. Report standard errors (or CIs); for the headline, prefer a confidence interval so the policy reader sees the range, not a…
  5. Put magnitudes in policy units. Translate coefficients into % of GDP, basis points, or a number a mission economist would quote.
  6. Show dynamics with bands. Spillover paths and IRFs need confidence bands and labeled horizons; event studies need visible pre-trend leads.
  7. Self-contained notes. Estimator, sample, clustering, and units in the note — the exhibit should not require the text to be intelligible.

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

Imfer Tables Figures loads about 2.1k tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 1,080 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~95
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k

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). 1,080 words, ~2,128 tokens.

Download SKILL.mdSave it as .claude/skills/imfer-tables-figures/SKILL.md (or your agent's skills folder).
name
imfer-tables-figures
description
Use when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage, readable cross-country panels, no significance asterisks. Builds the exhibits; it does not run the robustness behind them (imfer-robustness) or write the prose (imfer-writing-style).

Tables and Figures (imfer-tables-figures)

When to trigger

  • A cross-country regression table is dense and the reader cannot find the headline coefficient
  • Country/sample coverage is buried — a referee cannot tell which economies and years are in
  • Impulse responses, event-study leads, or spillover paths need a figure that a policymaker can read at a glance
  • Significance asterisks are still on the tables, or SEs/CIs are missing
  • A map or panel-by-country exhibit would communicate the international margin better than a table
  • A summary-statistics table omits the cross-country dispersion a referee needs to judge the sample

What IMFER exhibits must do

IMFER exhibits serve two readers at once: a referee checking the econometrics and a policy reader who wants the magnitude and its country scope. So the country coverage must be transparent (which economies, which years, balanced or not), the headline number must be findable, and the uncertainty must be visible as standard errors and confidence intervals — not asterisks. The best IMFER figure is one that could appear in a WEO/GFSR chart pack and survive referee scrutiny: clear axis units, sample noted, mechanism legible.

Exhibit jobThe right formWatch for
Show the headline cross-country effecta compact main table, preferred spec firstnot a 12-column kitchen sink
Show country/sample coveragea coverage table or a map; note balanced/unbalancedhidden sample; undated coverage
Show dynamics (spillover, IRF)a line figure with CI bandsbands omitted; ambiguous units
Show a DID/event studyevent-time plot with leads and lagsno pre-period leads shown
Show heterogeneity (AE vs EM)split panels or a coefficient plota wall of subgroup rows
Show a policy magnitudeunits a policymaker uses (% of GDP, bps)raw coefficients with no economic scale

Exhibit craft

  1. The summary-statistics table earns its keep. For a cross-country paper this is not boilerplate: report the dispersion across countries (not just the pooled mean), the coverage by income group, and the key conventions (currency, gross/net) so a referee can judge whether the sample supports the claim before reading a single regression.
  2. One headline exhibit. Decide the single table or figure that is the paper; make it self-contained — a reader who sees only it should grasp the result, the sample, and the uncertainty.
  3. Make country coverage explicit. State the economies and years in the note; if the panel is unbalanced, say so; a coverage table or map pre-empts the "which countries?" referee question.
  4. No asterisks. Report standard errors (or CIs); for the headline, prefer a confidence interval so the policy reader sees the range, not a star.
  5. Put magnitudes in policy units. Translate coefficients into % of GDP, basis points, or a number a mission economist would quote.
  6. Show dynamics with bands. Spillover paths and IRFs need confidence bands and labeled horizons; event studies need visible pre-trend leads.
  7. Self-contained notes. Estimator, sample, clustering, and units in the note — the exhibit should not require the text to be intelligible.
Country panels: the recurring exhibit problems

Cross-country exhibits fail in patterned ways. Heterogeneous scale: a few large economies dominate any pooled scatter — log, normalize by GDP, or facet by income group. Unbalanced coverage masked: a table reporting "N = 1,200" hides that half the cells are one decade; show coverage by country-year. Currency and vintage drift: a figure mixing USD and local-currency series, or two data vintages, misleads; state the convention in the note. Map theatrics: a choropleth that colors countries but encodes no number the argument uses is decoration — prefer it only when the geographic pattern is the finding (contagion, regional clustering). The fix is always the same: make the cross-country comparison the reader needs explicit and quantitative.

Execution bridge (StatsPAI / Stata MCP)

Generate exhibits from the fitted result, not by retyping numbers. Full map: execution-with-mcp. IMFER is international macro/finance; cross-country panels with confounded policy — emphasize identification and clustering.

  • Tables: etable (multi-model) 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 magnitude in interpretable units.

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

Show full SKILL.md (401 more words)Show less

Checklist

  • One self-contained headline exhibit; preferred specification first
  • Summary-statistics table shows cross-country dispersion and coverage by income group
  • Country and year coverage stated; balanced/unbalanced noted (coverage table or map if helpful)
  • No significance asterisks; SEs or CIs reported, CI preferred for the headline
  • Magnitudes in policy-readable units (% of GDP, bps), not bare coefficients
  • Dynamics (IRF / spillover / event study) shown with CI bands and labeled horizons
  • Event studies show pre-period leads; heterogeneity shown as panels/coefficient plots not row walls
  • Currency / gross-net / deflator convention stated in every relevant note
  • Large economies do not dominate any pooled scatter (log scale / GDP normalization used)
  • Notes carry estimator, sample, clustering, units — exhibit readable on its own

Anti-patterns

  • A 12-column regression table where the headline coefficient is impossible to locate
  • Asterisks/boldface for significance instead of SEs/CIs
  • Country coverage hidden — the reader cannot tell which economies or years are in
  • Coefficients reported with no economic scale a policymaker could use
  • IRFs / spillover paths with no confidence bands
  • An event-study figure with no pre-period leads (parallel-trends evidence missing)
  • A choropleth map that looks impressive but encodes no quantitative comparison the text uses
  • A pooled scatter dominated by a few large economies, with no log scale or GDP normalization
  • A summary table reporting only pooled means, hiding the cross-country dispersion
  • Exhibit notes that omit the estimator, clustering, or units, forcing the reader back to the text

Worked vignette (illustrative)

A spillover paper's first draft has a 10-column table of US-shock coefficients across outcomes, asterisked, with the sample described only as "47 countries." The IMFER revision keeps the preferred column as Table 1 with the elasticity translated to "−0.8% of GDP per 100bp" and a 95% CI in the cell; a coverage table lists the 47 economies, the 1996–2023 window, and the unbalanced cells; and the dynamics move to a figure of the impulse response with bands over 12 quarters, AE and EM panels side by side. A referee can now verify the econometrics and a mission economist can quote the magnitude — both from the exhibits alone.

Referee pushback mapped to the exhibit fix

  • "Which countries and years are in this panel?" → Add a coverage table or map and note balanced/unbalanced in every exhibit footnote.
  • "What does this coefficient mean economically?" → Report the magnitude in % of GDP or basis points alongside the raw coefficient.
  • "Drop the asterisks." → Replace stars with standard errors and, for the headline, a confidence interval.

Output format

text
【Journal】IMF Economic Review
【Skill】imfer-tables-figures
【Headline exhibit】table/figure that IS the paper: ___
【Country coverage】economies + years + balanced?: ___
【Uncertainty】SEs / CIs (no asterisks)? [Y/N]
【Policy units】magnitude in % of GDP / bps: ___
【Dynamics】IRF/spillover/event-study with bands? [Y/N]
【Next skill】imfer-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 IMF-Economic-Review-Skills/skills/imfer-tables-figures of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

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Questions about Imfer Tables Figures

What does Imfer Tables Figures do?

A skill your agent uses when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage…. Imfer Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when an IMF Economic Review (IMFER) manuscript's exhibits must communicate an international-macro result to a dual academic/policy audience — transparent country coverage, readable cross-country panels, no significance asterisks.

When should I use Imfer Tables Figures?

Imfer Tables Figures fits situations like: readable cross-country panels; no significance asterisks.

How do I install Imfer Tables Figures in Claude Code?

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

How do I install Imfer Tables Figures in Codex?

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

Can I use Imfer 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 imfer-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/imfer-tables-figures, .gemini/skills/imfer-tables-figures, .github/skills/imfer-tables-figures and .opencode/skills/imfer-tables-figures in your project.

What does Imfer Tables Figures need to run?

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

Does Imfer 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 Imfer 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 Imfer Tables Figures use?

Imfer 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 Imfer Tables Figures use?

About 2.1k tokens (SKILL.md is roughly 8.5k 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 Imfer Tables Figures?

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Who maintains Imfer 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.