Replication Audit
flonat/flonat-research
Map claims in a literature to independent replications, robustness checks, failures, and unresolved evidence gaps.
A skill your agent uses when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted…
Install Jole Replication And Data Policy
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policy --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-replication-and-data-policy .claude/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.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/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .claude/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policyType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policy --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy .agents/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .agents/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policy --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy .cursor/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .cursor/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policy --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy .gemini/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .gemini/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policyInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy .github/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .github/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills jole-replication-and-data-policy --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy .opencode/skills/jole-replication-and-data-policy && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jole-replication-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy into .opencode/skills/jole-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jole-replication-and-data-policy", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
jole-replication-and-data-policy- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.3k tokens
- SKILL.md length
- 577 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted…
- Works in 6 steps: One master script (run_all) that… → Document the chain from raw inputs →… → README describing data sources, access… → …
- Assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository
- SKILL.md covers When to trigger, JOLE's actual data policy, Building the package (do this… and Checklist, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jole Replication And Data Policy is an agent skill from franklee16/academic-research-skills. Use when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted Feb 2009), and proprietary-data handling. Builds the replication package; it does not run analysis.
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 Databases, covering Database administration and 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
- Assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository
- The AER data-availability policy (adopted Feb 2009)
- Proprietary-data handling
Example prompts
- “/jole-replication-and-data-policy”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- One master script (run_all) that regenerates every table and figure from the analysis data.
- Document the chain from raw inputs → cleaning → intermediate files → final estimation dataset, matching the policy's "intermediate…
- README describing data sources, access conditions, software/package versions, run order, and expected outputs.
- Pin the environment (Stata ssc/net versions, renv.lock, requirements.txt) and set/report seeds for bootstrap, randomization inference, and…
- Restricted data: include the code and a clear description of how to obtain access (e.g., FSRDC, register agreements); provide synthetic or…
- Stage early: assemble this alongside the analysis so the post-acceptance Dataverse upload is a packaging step, not a reconstruction.
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 Replication And Data Policy loads about 1.3k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 577 words of instructions outside code blocks.
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 577 words (~1,300 tokens).
“JOLE publishes papers containing empirical, simulation, or experimental results only if the data are clearly documented and readily available for replication. The mechanics:”
- name
- jole-replication-and-data-policy
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy 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 Replication And Data Policy 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jole Replication And Data Policy this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.3k | Automated safety check: Pass | None | |
| Replication Auditflonat/flonat-research | 146 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Rof Replication And Data Policybrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Jeem Replication Packagebrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Jue Replication Packagebrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Scholar Replicationjoshzyj/open-scholar-skill | 168 | — | ~19k | Automated safety check: Pass | Custom licence |
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A skill your agent uses when preparing the Review of Finance (RoF) replication package — code, data, pseudo-datasets for proprietary sources such as Datastream or Bankscope, log files, the Data…
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Jue Replication Package
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A skill your agent uses when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or…
Scholar Replication
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Build, document, test, and validate a journal-ready replication package for social science research.
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Categories
Questions about Jole Replication And Data Policy
What does Jole Replication And Data Policy do?
A skill your agent uses when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted…. Jole Replication And Data Policy is an agent skill from franklee16/academic-research-skills. Use when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted Feb 2009), and proprietary-data handling.
When should I use Jole Replication And Data Policy?
Jole Replication And Data Policy fits situations like: assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository; the AER data-availability policy (adopted Feb 2009); proprietary-data handling.
How do I install Jole Replication And Data Policy in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy in franklee16/academic-research-skills) into .claude/skills/jole-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Jole Replication And Data Policy in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jole-replication-and-data-policy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Labor-Economics-Skills/skills/jole-replication-and-data-policy in franklee16/academic-research-skills) into .agents/skills/jole-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Jole Replication And Data Policy 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-replication-and-data-policy -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-replication-and-data-policy, .gemini/skills/jole-replication-and-data-policy, .github/skills/jole-replication-and-data-policy and .opencode/skills/jole-replication-and-data-policy in your project.
What does Jole Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jole Replication And Data Policy is instructions for the agent only.
Does Jole Replication And Data Policy 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 Replication And Data Policy 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 Replication And Data Policy use?
No licence was found for Jole Replication And Data Policy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jole Replication And Data Policy use?
About 1.3k tokens (SKILL.md is roughly 5.2k 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 Replication And Data Policy?
Skills that share tags, products or a category with Jole Replication And Data Policy: Replication Audit (flonat/flonat-research, 146 stars), Rof Replication And Data Policy (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jeem Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jue Replication Package (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 Replication And Data Policy?
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.