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Agent skill

Jim Tables Figures

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures…

MITAuto-check passedData & Analytics

Install Jim Tables Figures

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jim-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/Journal-of-International-Marketing-Skills/skills/jim-tables-figures .claude/skills/jim-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
jim-tables-figures
GitHub stars
1.2k
Token cost
~1.3k tokens
SKILL.md length
663 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures…

  • Works in 7 steps: Conceptual model figure. Boxes at… → Country/sample profile table. Per… → Measurement table. Constructs, example… → …
  • Pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table
  • SKILL.md covers When to trigger, The exhibit spine of a…, The 50-page budget is a design… and Craft rules that read as house…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jim Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures, and fitting everything inside the 50-page all-inclusive cap. It shapes exhibits; jim-data-analysis produced the numbers.

Its SKILL.md is about 1.3k 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 Data & Analytics, covering Data analysis. 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

  • Pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table
  • Per-country descriptives
  • Cross-level model figures
  • Fitting everything inside the 50-page all-inclusive cap

Example prompts

  • “/jim-tables-figures”

Workflow steps

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

  1. Conceptual model figure. Boxes at labeled levels; the country-level moderator drawn at its own level with the cross-level arrow hitting…
  2. Country/sample profile table. Per country: N, sampling frame, fieldwork window, language version, demographics, and the focal dimension…
  3. Measurement table. Constructs, example items, per-country CR/AVE ranges, and source citations for scales.
  4. Invariance table. One row per step (configural/metric/scalar, partial releases, alignment summary) with fit indices, Δ-statistics, and the…
  5. Per-country descriptives/correlations. Often Web Appendix; keep pooled-plus-range in the body.
  6. Hypothesis-test table. Estimates with CIs by country group or with cross-level interactions; a final column mapping each row to H# and…
  7. The money exhibit. One figure showing the cross-national pattern itself — interaction plot of the effect across the country dimension…

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

Jim Tables Figures loads about 1.3k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 663 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

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). 663 words, ~1,349 tokens.

Download SKILL.mdSave it as .claude/skills/jim-tables-figures/SKILL.md (or your agent's skills folder).
name
jim-tables-figures
description
Use when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures, and fitting everything inside the 50-page all-inclusive cap. It shapes exhibits; jim-data-analysis produced the numbers.

Tables, Figures & the Page Budget (jim-tables-figures)

When to trigger

  • Results exist but the exhibit set has not been designed as a set
  • The manuscript is over the 50-page all-inclusive limit and something must move or die
  • A reviewer says the country comparisons are impossible to follow
  • Tables were pasted from software output and still look like it

The exhibit spine of a multi-country JIM paper

In reading order, the set most JIM empirical papers need:

  1. Conceptual model figure. Boxes at labeled levels; the country-level moderator drawn at its own level with the cross-level arrow hitting the path, not the box. Hypothesis numbers on the arrows. A reader should reconstruct every hypothesis from this figure alone.
  2. Country/sample profile table. Per country: N, sampling frame, fieldwork window, language version, demographics, and the focal dimension scores that justified selection. This table carries the equivalence argument — do not scatter it through prose.
  3. Measurement table. Constructs, example items, per-country CR/AVE ranges, and source citations for scales.
  4. Invariance table. One row per step (configural/metric/scalar, partial releases, alignment summary) with fit indices, Δ-statistics, and the verdict column. This is the exhibit JIM methods reviewers open first; give it a full table, never a footnote.
  5. Per-country descriptives/correlations. Often Web Appendix; keep pooled-plus-range in the body.
  6. Hypothesis-test table. Estimates with CIs by country group or with cross-level interactions; a final column mapping each row to H# and verdict (supported / not / partially).
  7. The money exhibit. One figure showing the cross-national pattern itself — interaction plot of the effect across the country dimension, coefficient-by-country forest plot, or predicted-values map. If a reader sees one exhibit, this is it.

The 50-page budget is a design constraint, not a formatting chore

JIM's cap — 50 pages including title, 200-word abstract, keywords, text, footnotes, references, tables, figures, and print appendices (12-pt Times New Roman, double-spaced, 1-inch margins) — forces triage. Budget rule of thumb for an empirical paper: exhibits ≤ 12 pages, references ≤ 6, leaving ~30 for text. What stays in the body: the seven spine exhibits above. What goes to the Web Appendix: item wordings in all languages, full per-country correlation matrices, invariance sensitivity runs, alternative estimators, and stimulus materials. The Web Appendix must be as anonymous as the manuscript.

Show full SKILL.md (293 more words)Show less

Craft rules that read as house standard

  • Every exhibit self-contained: title states what and where ("…across 12 countries, 2023"), notes define abbreviations, samples, and significance conventions.
  • Countries ordered by the theoretical dimension, not alphabetically — the ordering is an argument.
  • Report magnitudes visibly: standardized coefficients with CIs; don't let asterisks do the talking.
  • One decimal policy, one variable-naming policy, everywhere; "CET" in Table 2 cannot become "ethnocentrism" in Table 4.
  • Figures legible in grayscale print at final size; no chart-junk maps that add geography but no information.
  • Number exhibits in order of first mention; every exhibit cited in text; nothing cited that doesn't exist.

Prune with the claim test

For each exhibit ask: which sentence in the paper would become unbelievable if this exhibit vanished? No sentence → Web Appendix or delete. Two exhibits guarding the same sentence → merge. A results table nobody interprets row-by-row → collapse to the rows the hypotheses need and push the rest out.

Checklist

  • Conceptual figure reconstructs all hypotheses, levels labeled, moderation arrows on paths
  • Country/sample profile table carries the equivalence evidence in one place
  • Invariance table complete: steps, fit, Δ-criteria, verdicts
  • Hypothesis table maps every row to an H# and a verdict
  • One money exhibit shows the cross-national pattern graphically
  • Total manuscript ≤ 50 formatted pages; Web Appendix split executed and anonymized
  • Country ordering, decimals, and construct names consistent across all exhibits

Anti-patterns

  • The invariance evidence buried in a paragraph or a footnote
  • Twelve country columns of raw output where a forest plot was needed
  • Alphabetical country ordering that hides the theoretical gradient
  • Exhibits that survive only because deleting them feels wasteful
  • A Web Appendix used as a landfill — unlabeled, uncited, identity-leaking
  • Blowing the page cap and "fixing" it with 1.5 spacing or 11-pt font (preflight will catch it)

Output format

text
【Spine】model fig / country profile / measurement / invariance / descriptives / H-tests / money exhibit: status each
【Money exhibit】what pattern it shows, in one line
【Page budget】text __ + exhibits __ + refs __ = __ / 50
【Web Appendix】contents list, anonymized: yes/no
【Consistency】ordering, decimals, naming: pass/fix
【Next skill】jim-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 Journal-of-International-Marketing-Skills/skills/jim-tables-figures of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

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Categories

Questions about Jim Tables Figures

What does Jim Tables Figures do?

A skill your agent uses when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures…. Jim Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table, per-country descriptives, cross-level model figures, and fitting everything inside the 50-page all-inclusive cap.

When should I use Jim Tables Figures?

Jim Tables Figures fits situations like: pruning the exhibits of a Journal of International Marketing (JIM) manuscript — the invariance table; per-country descriptives; cross-level model figures; fitting everything inside the 50-page all-inclusive cap.

How do I install Jim Tables Figures in Claude Code?

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

How do I install Jim Tables Figures in Codex?

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

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

What does Jim Tables Figures need to run?

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

Does Jim 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 Jim 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 Jim Tables Figures use?

Jim 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 Jim Tables Figures use?

About 1.3k tokens (SKILL.md is roughly 5.4k 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 Jim Tables Figures?

Skills that share tags, products or a category with Jim Tables Figures: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Exploratory Data Analysis (Oleafly/Oleafly, 212 stars) and Pandas Pro (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jim 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.