Agent skill

Jole Contribution Framing

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when articulating what is new in a Journal of Labor Economics (JOLE) manuscript for a general labor-economics audience — the marginal contribution, the labor lesson, and why…

No licenceAuto-check passed

Install Jole Contribution Framing

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jole-contribution-framing -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jole-contribution-framing --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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-contribution-framing .claude/skills/jole-contribution-framing && 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
jole-contribution-framing
GitHub stars
223
Used in
1 other repo
Token cost
~1k tokens
SKILL.md length
486 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when articulating what is new in a Journal of Labor Economics (JOLE) manuscript for a general labor-economics audience — the marginal contribution, the labor lesson, and why…

  • Works in 4 steps: A new credible answer to a first-order… → A new fact about the labor market made… → A new mechanism distinguishing between… → …
  • The labor lesson
  • SKILL.md covers When to trigger, What "contribution" means at…, Framing the contribution and Checklist, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jole Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when articulating what is new in a Journal of Labor Economics (JOLE) manuscript for a general labor-economics audience — the marginal contribution, the labor lesson, and why a labor economist outside the subfield should care. Frames the pitch; it does not run analysis.

Its SKILL.md is about 1k 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: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • The labor lesson
  • Why a labor economist outside the subfield should care

Example prompts

  • “/jole-contribution-framing”

Workflow steps

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

  1. A new credible answer to a first-order labor question (e.g., a returns-to-X, a labor-supply elasticity, an effect of an institution) where…
  2. A new fact about the labor market made possible by novel or newly linked data (e.g., firm–worker registers, administrative earnings)…
  3. A new mechanism distinguishing between competing labor-economic explanations (e.g., taste-based vs. statistical discrimination; human…
  4. A theoretical advance with a labor-economic payoff (a model that reorganizes how we interpret a body of labor evidence).

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. 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

Jole Contribution Framing loads about 1k tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 486 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~75
When it runs · the whole SKILL.md, loaded when a task matches
~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

Without a licence we can't republish the file, so here is its outline and opening line. It has 486 words (~1,031 tokens).

“JOLE is a general-interest labor-economics journal published for the Society of Labor Economists (SOLE), so the contribution must register with labor economists beyond your own subfield, not only with specialists on your exact policy or dataset. A JOLE contribution typically…”

— opening of SKILL.md by franklee16
name
jole-contribution-framing

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-contribution-framing of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Jole Contribution Framing 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.

Jole Contribution Framing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jole Contribution Framing this skillfranklee16/academic-research-skills2231 repos~1kAutomated safety check: PassNone
Aos Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Jfi Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.3kAutomated safety check: PassMIT
Jim Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
Jet Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Jfqa Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.3kAutomated safety check: PassMIT

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Questions about Jole Contribution Framing

What does Jole Contribution Framing do?

A skill your agent uses when articulating what is new in a Journal of Labor Economics (JOLE) manuscript for a general labor-economics audience — the marginal contribution, the labor lesson, and why…. Jole Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when articulating what is new in a Journal of Labor Economics (JOLE) manuscript for a general labor-economics audience — the marginal contribution, the labor lesson, and why a labor economist outside the subfield should care.

When should I use Jole Contribution Framing?

Jole Contribution Framing fits situations like: the labor lesson; why a labor economist outside the subfield should care.

How do I install Jole Contribution Framing in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill jole-contribution-framing -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-contribution-framing in franklee16/academic-research-skills) into .claude/skills/jole-contribution-framing in your project. Claude Code loads it when a task matches its description.

How do I install Jole Contribution Framing in Codex?

Run `npx skills add franklee16/academic-research-skills --skill jole-contribution-framing -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-contribution-framing in franklee16/academic-research-skills) into .agents/skills/jole-contribution-framing in your project. Codex loads it when a task matches its description.

Can I use Jole Contribution Framing 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 franklee16/academic-research-skills --skill jole-contribution-framing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jole-contribution-framing, .gemini/skills/jole-contribution-framing, .github/skills/jole-contribution-framing and .opencode/skills/jole-contribution-framing in your project.

What does Jole Contribution Framing need to run?

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

Does Jole Contribution Framing 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 Jole Contribution Framing 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 Jole Contribution Framing use?

No licence was found for Jole Contribution Framing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Jole Contribution Framing use?

About 1k tokens (SKILL.md is roughly 4.1k 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 Jole Contribution Framing?

Skills that share tags, products or a category with Jole Contribution Framing: Aos Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jfi Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jim Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jet Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jole Contribution Framing?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.