Agent Skillsbrycewang-stanford/Awesome-Journal-Skills › jep-exhibits-for-general-readers

jep-exhibits-for-general-readers

GitHub

专为《经济视角》期刊设计,指导如何为大众读者制作清晰、自解释的图表。强调单图单点、标题陈述发现而非变量、用图表展示观点而非系数表,并剔除显著性星号等学术噪音,确保非专业读者能秒懂核心论点。

Journal-of-Economic-Perspectives-Skills/skills/jep-exhibits-for-general-readers/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

图表直接来自研究论文且内容密集 读者需结合正文才能理解图表 图表数量过多或未推动论证 使用含系数和星号的回归表

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jep-exhibits-for-general-readers -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Perspectives-Skills/skills/jep-exhibits-for-general-readers -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@jep-exhibits-for-general-readers

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jep-exhibits-for-general-readers -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "jep-exhibits-for-general-readers",
    "description": "Use when designing figures and tables for a Journal of Economic Perspectives (JEP) article aimed at a broad audience — clarity over density, self-explanatory exhibits. Handles exhibit design; defer prose evidence to jep-evidence-without-equations and overall structure to jep-narrative-arc."
}

Exhibits for General Readers (jep-exhibits-for-general-readers)

When to trigger

  • A figure or table was lifted straight from a research paper and is dense
  • A reader needs the caption and the body text to decode an exhibit
  • The piece has too many exhibits, or exhibits that don't advance the argument
  • A regression table with coefficients and asterisks is doing the explaining

The JEP exhibit bar

A JEP exhibit must be self-explanatory to a non-specialist and earn its place in the argument. Clarity beats density: the reader should grasp the point from the exhibit and its caption alone, in seconds, without parsing the methods. JEP avoids significance asterisks and coefficient-table presentation in favor of exhibits that show the idea.

Design principles

  • One exhibit, one point. Each figure/table makes a single claim that maps to a step in the narrative arc. If it makes three points, split it or cut two.
  • Self-explanatory title + caption. The title states the finding ("Pass-through has fallen since 2000"), not the variables ("Price on cost, 1990–2020"). The caption gives source, units, and the one thing to notice.
  • Figures over tables for trends and comparisons. A clear line/bar chart usually beats a number grid for a general reader. Reserve tables for a few labeled, rounded quantities.
  • Round and label. Plain units, rounded numbers, direct labels on lines/bars instead of a legend the reader must cross-reference.
  • No significance asterisks or coefficient dumps. If uncertainty matters, show it as a shaded band or a stated range, not stars (mirrors jep-evidence-without-equations).
  • Minimal chartjunk. No 3-D, no needless gridlines, no decorative color. Color should encode meaning or be dropped (and survive grayscale, since print/archives may be monochrome).
  • Few, load-bearing exhibits. A short synthesis essay carries a handful of exhibits, each indispensable — not a research paper's full battery.

Table discipline (when a table is right)

  • Rows/columns labeled in plain words, not variable names.
  • A small number of rounded figures, not full estimation output.
  • A one-line note: source, units, sample/coverage, and the takeaway.
  • No standard-error parentheses-and-stars apparatus; if precision matters, state a range in the note.

Checklist

  • Each exhibit makes exactly one point tied to a narrative step
  • Title states the finding; caption gives source, units, and what to notice
  • Figures used for trends/comparisons; tables only for a few labeled quantities
  • Numbers rounded; lines/bars directly labeled (legend minimized)
  • No significance asterisks, no raw coefficient tables
  • Uncertainty shown as band/range, not stars
  • Exhibit is legible in grayscale; no chartjunk
  • Total exhibit count is small and every one is load-bearing

Worked vignette (illustrative)

A draft transplants a research-paper Table 3: eight columns of coefficients, standard errors in parentheses, and rows of asterisks, titled "Regression results." The JEP exhibit replacing it is a single line chart titled with its finding — "Pass-through to consumer prices has roughly halved since 2000" — one line, directly labeled, a shaded band for the range across studies, source and units in a one-line note, and nothing else. The reader gets the point in three seconds, in grayscale, without reading the body — which is the entire test.

Anti-patterns

  • A regression table with coefficients, SEs, and *** transplanted from the working paper
  • A figure whose point you can't state in its title
  • Legends and variable names that force the reader back into the text
  • Color or 3-D that carries no information (and breaks in grayscale)
  • Ten exhibits where three would carry the argument
  • A "kitchen-sink" table of every specification (that belongs in research, not JEP)

Output format

【Exhibit】[figure/table] — one-point claim: [...]
【Finding-title】[...]
【Caption】source / units / what to notice
【Form】figure (trend/comparison) / small labeled table — chosen because [...]
【Uncertainty shown as】band / stated range (no asterisks)
【Grayscale-safe + chartjunk-free?】[Y/N]
【Count check】N exhibits, each load-bearing? [Y/N]
【Next step】jep-writing-style

Version History

  • 1839142 Current 2026-07-05 13:35

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Metadata

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