A skill your agent uses when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative…

MITAuto-check passed

Install Cpa Heterogeneity

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cpa-heterogeneity -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cpa-heterogeneity --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/Chinese-Public-Administration-Skills/skills/cpa-heterogeneity .claude/skills/cpa-heterogeneity && 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
cpa-heterogeneity
GitHub stars
1.2k
Token cost
~736 tokens
SKILL.md length
123 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative…

  • Works in 6 steps: 行政层级——省 / 市 / 县 / 乡镇 / 街道社区;不同层级的治理逻辑常不同 → 地区治理情境——区域、市场化 / 法治化程度、财政能力、数字政府发展水平 → 政府间结构——属地化程度、央地任务分工、条块关系 → …
  • Writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration
  • SKILL.md covers 触发时机, 切分维度优先级, 维度选择三原则 and 异质性写作模板(定量), plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Cpa Heterogeneity is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative levels, and governance contexts. 当主结果只笼统适用、只切了一个维度、或审稿人要求差异化分析时使用。Enforces theory-guided cuts and significance-of-difference discipline for this Chinese-Public-Administration-Society journal.

Its SKILL.md is about 740 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

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

  • Writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration
  • CPA) manuscript — variation across regions
  • Administrative levels
  • Governance contexts

Example prompts

  • “/cpa-heterogeneity”

Workflow steps

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

  1. 行政层级——省 / 市 / 县 / 乡镇 / 街道社区;不同层级的治理逻辑常不同
  2. 地区治理情境——区域、市场化 / 法治化程度、财政能力、数字政府发展水平
  3. 政府间结构——属地化程度、央地任务分工、条块关系
  4. 组织 / 部门属性——职能部门 vs. 综合部门、垂直管理 vs. 属地管理、机构改革前后
  5. 政策 / 时间窗——政策初期 vs. 常态化、运动式治理期 vs. 平时
  6. 服务对象 / 个体特征(如适用)——城乡、群体、诉求类型

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

Cpa Heterogeneity loads about 736 tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 123 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~96
When it runs · the whole SKILL.md, loaded when a task matches
~736

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). 123 words, ~736 tokens.

Download SKILL.mdSave it as .claude/skills/cpa-heterogeneity/SKILL.md (or your agent's skills folder).
name
cpa-heterogeneity
description
Use when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative levels, and governance contexts. 当主结果只笼统适用、只切了一个维度、或审稿人要求差异化分析时使用。Enforces theory-guided cuts and significance-of-difference discipline for this Chinese-Public-Administration-Society journal.

异质性与条件性(cpa-heterogeneity)

触发时机

  • 主结果已立住,但只笼统适用、没分析"在什么条件下更强 / 更弱"
  • 只切了一个维度("东中西"或"发达 / 欠发达")
  • 审稿人要求补做差异化分析
  • 定性研究里不同案例结果不同,但没系统比较条件

切分维度优先级

按《中国行政管理》读者期待度排序(公共管理语境):

  1. 行政层级——省 / 市 / 县 / 乡镇 / 街道社区;不同层级的治理逻辑常不同
  2. 地区治理情境——区域、市场化 / 法治化程度、财政能力、数字政府发展水平
  3. 政府间结构——属地化程度、央地任务分工、条块关系
  4. 组织 / 部门属性——职能部门 vs. 综合部门、垂直管理 vs. 属地管理、机构改革前后
  5. 政策 / 时间窗——政策初期 vs. 常态化、运动式治理期 vs. 平时
  6. 服务对象 / 个体特征(如适用)——城乡、群体、诉求类型

至少切 2–3 个维度;定量每个维度至少 2 个子样本对比,定性按维度做系统的跨案例比较。

维度选择三原则

  1. 有理论指引:切分维度必须能解释"为什么这一维度上效应 / 表现不同",且与机制呼应
  2. 样本量 / 案例数足够:定量子样本 N 不能太小;定性比较案例可控
  3. 差异显著性 / 系统性:定量必须报告系数差异检验(Chow 检验或交互项);定性比较要落到条件组合(可借助 QCA 思路)

异质性写作模板(定量)

本文进一步检验[维度,如行政层级]的异质性。
理论上,[原因,挂机制]……因此预期效应在[组 1]更强。
实证上,本文将样本按[维度]分为[组 1]和[组 2],分别估计(结果见表 X 第 (1)(2) 列)。
结果显示,[组 1]的效应为 X,[组 2]为 Y,系数差异在[显著水平]上显著。
这一发现与本文的[机制]一致——[解释]。

跨案例条件比较(定性 / QCA)

本文比较[案例 A / B / C]在[结果]上的差异。
通过对[条件 1、条件 2、条件 3]的系统比较,发现导向[成功 / 失败]的并非单一条件,而是[条件组合]。
这表明在[治理情境]下,[结果]具有[多重并发因果 / 殊途同归]特征。

与机制分析的关系

异质性 ≈ 机制的反向验证:

  • 机制告诉我们"通过什么过程发生"
  • 异质性告诉我们"在什么治理条件下更强 / 更弱"

理想结构:机制(某条件激活该过程) 与 异质性(该条件强的样本效应强) 相互印证。

必查清单

  • 至少 2–3 个异质性 / 条件维度,且贴合公共管理语境(层级 / 情境 / 结构)
  • 每个维度有理论指引并与机制呼应
  • 定量:系数差异显著性检验已报告;定性:跨案例比较系统、落到条件组合
  • 各子样本 / 案例数足够
  • 异质性结论与机制一致(或合理解释不一致)

反模式

  • 把控制变量挂上交互项就叫"异质性"
  • 切分后某组样本极小还在解释
  • 切了一堆维度凑数,每个都不显著、也无理论
  • 定性研究中不同案例结果不同却不系统比较条件
  • 异质性结论与机制冲突但不解释

锚定本刊的异质性审读期待

《中国行政管理》(中国行政管理学会主办,CSSCI 权威公共管理顶级期刊)审稿人对异质性的核心期待,是看它能否照见中国治理结构本身——压力型体制、央地分工、属地管理、层级治理逻辑。把异质性切在能体现治理结构的维度上,比切人口学变量更被本刊认可。

切分倾向本刊更认可易被判"凑数"
治理结构行政层级、属地加码强度、条块关系仅按性别 / 年龄切个体特征
治理情境数字政府发展水平、财政能力、市场化—法治化程度仅东中西三分而无机制解释
政策窗口运动式治理期 vs. 常态化、机构改革前后随机切年份无理论指引

数字政府、应急管理、基层治理类稿件,本刊尤其期待看到"同一政策在不同治理能力地区效果不同"的条件性结论。维度命名是否被认可,以编辑部最新稿约与近期同栏目论文为准。

微型走查示例(虚构稿件 · 示意数字)

以一篇虚构的"网格化治理对社区矛盾化解的影响"评估稿件演示。下列数字为示意,仅说明切分与差异检验流程。

主结果(示意):网格化使社区矛盾化解率上升约 8 个百分点。
切分维度1(行政层级 / 属地加码):
  强属地加码区  效应 +11pp ,弱属地加码区 +4pp ,
  系数差异 Chow 检验在 5% 上显著 → 与"层层加码激活基层响应"机制一致。
切分维度2(数字政府水平):
  高数字化社区 +12pp ,低数字化社区 +5pp ,差异显著
  → 印证"技术赋能放大网格响应"这一机制。
结论:两条异质性均回扣机制,而非孤立罗列。

走查结论:维度紧扣治理结构与数字治理情境,每个维度都报告系数差异检验并回扣机制——满足本刊"理论指引 + 显著性纪律"双重要求。

审稿人追问与本刊语境修法

  • 追问"为什么切这个维度" → 补一句治理结构层面的理论预期(如"高层级统筹能力不同→效应不同")。
  • 追问"子样本太小" → 合并相邻层级或改用交互项全样本估计,避免在 N 极小的组上解释。
  • 追问"异质性与机制对不上" → 回到 cpa-mechanism,让"激活该机制的条件"与"该条件强的子样本效应强"对齐。
【异质性维度】X 个(层级 / 情境 / 结构 / ……)
【差异检验 / 比较方式】系数差异检验 / 跨案例条件比较 / QCA
【与机制一致性】是 / 否
【最小子样本 / 案例数】X
【下一步】cpa-tables-figures

© 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 Chinese-Public-Administration-Skills/skills/cpa-heterogeneity of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Cpa Heterogeneity 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.

Cpa Heterogeneity compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cpa Heterogeneity this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~736Automated safety check: PassMIT
Design Systemaffaan-m/ECC276k—~698Automated safety check: PassMIT
Design Guidepaperclipai/paperclip100k1 repos~3.1kAutomated safety check: PassMIT
Design Audit Against Rams' Principlesthedotmack/claude-mem99k—~4.6kAutomated safety check: PassApache-2.0
Figma Design to Codewarpdotdev/warp65k4 repos~2.9kAutomated safety check: PassAGPL-3.0
Design Consultationgarrytan/gstack136k—~16kAutomated safety check: NotesMIT

Similar skills

  • Design System

    affaan-m/ECC

    Generate a design system from an existing codebase or audit one for visual consistency: extract tokens (colors, typography, spacing, shadows) into design-tokens.json and CSS custom properties with…

    276k GitHub stars~698 tokensUpdated yesterday
    Frontend & DesignAuto-check passed
  • Design Guide

    paperclipai/paperclip

    Paperclip UI design system guide for building consistent, reusable frontend components.

    100k GitHub starsUsed in 1 repo~3.1k tokens
    Frontend & DesignAuto-check passed
  • Audits a design against Dieter Rams' ten principles of good design, scores each with evidence, and hands off a make-plan prompt for a new, refined or redesigned outcome.

    99k GitHub stars~4.6k tokensUpdated 2 days ago
    Frontend & DesignAuto-check passed
  • Figma Design to Code

    warpdotdev/warp

    Turns a Figma frame or component into production code that matches the design, using the Figma MCP server and the project's own design system.

    65k GitHub starsUsed in 4 repos~2.9k tokens
    Frontend & DesignAuto-check passed
  • Design Consultation

    garrytan/gstack

    Learns about your product, studies the landscape and writes a DESIGN.md with a full design system covering type, color, layout, spacing and motion.

    136k GitHub stars~16k tokensUpdated today
    Frontend & DesignAuto-check: notes
  • Product Design Workflow Bundle

    XiaomiMiMo/MiMo-Code

    Entry point to a bundle of product design workflows covering context, research, audits, ideation, URL or image to code, design QA and sharing a prototype.

    14k GitHub stars~721 tokensUpdated 2 days ago
    Frontend & DesignAuto-check passed

More from brycewang-stanford/Awesome-Journal-Skills

All 2,387 skills in this repo
  • Aaag Data Analysis

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Literature Positioning

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Rebuttal

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…

    1.2k GitHub stars~1.4k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Research Design

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…

    1.2k GitHub stars~1.4k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Review Process

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Submission

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…

    1.2k GitHub stars~1.6k tokensUpdated 14 days ago
    Auto-check passed

Questions about Cpa Heterogeneity

What does Cpa Heterogeneity do?

A skill your agent uses when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative…. Cpa Heterogeneity is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when designing or writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration, CPA) manuscript — variation across regions, administrative levels, and governance contexts.

When should I use Cpa Heterogeneity?

Cpa Heterogeneity fits situations like: writing heterogeneity / conditionality analysis for a 《中国行政管理》(Chinese Public Administration; CPA) manuscript — variation across regions; administrative levels; governance contexts.

How do I install Cpa Heterogeneity in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cpa-heterogeneity -a claude-code`. Or copy the skill folder (Chinese-Public-Administration-Skills/skills/cpa-heterogeneity in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cpa-heterogeneity in your project. Claude Code loads it when a task matches its description.

How do I install Cpa Heterogeneity in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cpa-heterogeneity -a codex`. Or copy the skill folder (Chinese-Public-Administration-Skills/skills/cpa-heterogeneity in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cpa-heterogeneity in your project. Codex loads it when a task matches its description.

Can I use Cpa Heterogeneity 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 cpa-heterogeneity -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cpa-heterogeneity, .gemini/skills/cpa-heterogeneity, .github/skills/cpa-heterogeneity and .opencode/skills/cpa-heterogeneity in your project.

What does Cpa Heterogeneity need to run?

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

Does Cpa Heterogeneity 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 Cpa Heterogeneity 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 Cpa Heterogeneity use?

Cpa Heterogeneity 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 Cpa Heterogeneity use?

About 736 tokens (SKILL.md is roughly 2.9k 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 Cpa Heterogeneity?

Skills that share tags, products or a category with Cpa Heterogeneity: Design System (affaan-m/ECC, 276k stars), Design Guide (paperclipai/paperclip, 100k stars), Design Audit Against Rams' Principles (thedotmack/claude-mem, 99k stars) and Figma Design to Code (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cpa Heterogeneity?

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.