Agent skill

Joe Contribution Framing

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when a Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics.

No licenceAuto-check passedResearch & Science

Install Joe Contribution Framing

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

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills joe-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-Econometrics-Skills/skills/joe-contribution-framing .claude/skills/joe-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
joe-contribution-framing
GitHub stars
223
Used in
1 other repo
Token cost
~869 tokens
SKILL.md length
403 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when a Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics.

  • Works in 5 steps: Name the general problem class. Not "an… → State the advance as a property, not a… → Map the reach. Which existing methods… → …
  • A Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics
  • SKILL.md covers When to trigger, Why framing matters at JoE, Framing the contribution and Calibrating to the venue, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Joe Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when a Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics. Frames the methodological contribution as a general, reusable advance rather than a narrow technical fix.

Its SKILL.md is about 870 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 Econometrics and empirical research. 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

  • A Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics
  • Tasks that involve Econometrics and empirical research

Example prompts

  • “/joe-contribution-framing”

Workflow steps

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

  1. Name the general problem class. Not "an estimator for model M," but "a way to do valid inference whenever [condition] holds" — then show M…
  2. State the advance as a property, not a procedure. Weaker assumptions, broader validity, an oracle/efficiency property, uniform size…
  3. Map the reach. Which existing methods does this improve, generalize, or correct? Where else does the same idea transfer? Reuse the lineage…
  4. Anchor in economics. JoE prizes methods motivated by and useful for economic data — say which econometric settings (endogeneity…
  5. Be honest about scope. Over-claimed generality invites a one-citation rebuttal; a precisely-bounded contribution is more credible and more…

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

Joe Contribution Framing loads about 869 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 403 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~869

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 403 words (~869 tokens).

“The Journal of Econometrics rewards substantive methodological contributions — advances that change how econometricians identify, estimate, test, decide, or predict. A technically correct result that is framed as a narrow patch reads as incremental; the same result framed as a…”

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

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Econometrics-Skills/skills/joe-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

Joe 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.

Joe Contribution Framing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Joe Contribution Framing this skillfranklee16/academic-research-skills2231 repos~869Automated safety check: PassNone
Statadylantmoore/stata-skill2911 repos~4.2kAutomated safety check: PassCustom licence
Stata C Pluginsdylantmoore/stata-skill2911 repos~5.8kAutomated safety check: PassCustom licence
Example Datasetspymc-labs/CausalPy1.2k—~587Automated safety check: PassApache-2.0
Stata AuditSepineTam/mcp-for-stata264—~1.2kAutomated safety check: PassAGPL-3.0
Stata Skill Contributordylantmoore/stata-skill2911 repos~2.4kAutomated safety check: PassCustom licence

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Questions about Joe Contribution Framing

What does Joe Contribution Framing do?

A skill your agent uses when a Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics. Joe Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when a Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics.

When should I use Joe Contribution Framing?

Joe Contribution Framing fits situations like: A Journal of Econometrics (JoE) manuscript has a correct result but fails to articulate why it matters to econometrics; tasks that involve Econometrics and empirical research.

How do I install Joe Contribution Framing in Claude Code?

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

How do I install Joe Contribution Framing in Codex?

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

Can I use Joe 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 joe-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/joe-contribution-framing, .gemini/skills/joe-contribution-framing, .github/skills/joe-contribution-framing and .opencode/skills/joe-contribution-framing in your project.

What does Joe Contribution Framing need to run?

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

Does Joe 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 Joe 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 Joe Contribution Framing use?

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

How many tokens does Joe Contribution Framing use?

About 869 tokens (SKILL.md is roughly 3.5k 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 Joe Contribution Framing?

Skills that share tags, products or a category with Joe Contribution Framing: Stata (dylantmoore/stata-skill, 291 stars), Stata C Plugins (dylantmoore/stata-skill, 291 stars), Example Datasets (pymc-labs/CausalPy, 1.2k stars) and Stata Audit (SepineTam/mcp-for-stata, 264 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Joe 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.