Agent skill

Qe Replication And Data Policy

by franklee16 in franklee16/academic-research-skills

A skill your agent uses to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code…

No licenceAuto-check passedResearch & Science

Install Qe Replication And Data Policy

skills CLI
$ npx skills add franklee16/academic-research-skills --skill qe-replication-and-data-policy -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills qe-replication-and-data-policy --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/Quantitative-Economics-Skills/skills/qe-replication-and-data-policy .claude/skills/qe-replication-and-data-policy && 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
qe-replication-and-data-policy
GitHub stars
223
Used in
1 other repo
Token cost
~1.2k tokens
SKILL.md length
530 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code…

  • Works in 6 steps: Raw data (or, for restricted data, the… → Code that runs end to end: one master… → Documentation / README: data sources and… → …
  • Any exemption requests — under the DCAS-compatible ES Data and Code Availability Policy (NOT the JAE archive)
  • SKILL.md covers When to trigger, The QE / Econometric Society…, Building the package and Proprietary / restricted data, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Qe Replication And Data Policy is an agent skill from franklee16/academic-research-skills. Use to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code, documentation, README, and any exemption requests — under the DCAS-compatible ES Data and Code Availability Policy (NOT the JAE archive). Builds and audits the package; it does not run the estimation.

Its SKILL.md is about 1.2k 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, Technical documentation and Database administration. 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

  • Any exemption requests — under the DCAS-compatible ES Data and Code Availability Policy (NOT the JAE archive)
  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Technical documentation

Example prompts

  • “/qe-replication-and-data-policy”

Workflow steps

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

  1. Raw data (or, for restricted data, the access pathway + the code that would run on it) plus all intermediate data-build steps.
  2. Code that runs end to end: one master script (run_all) regenerating every table, figure, and number from raw inputs.
  3. Documentation / README: data sources and licenses, software and exact versions, hardware/run-time notes, the mapping from scripts to…
  4. Environment pinning: renv.lock, requirements.txt/conda, Project.toml/Manifest.toml, recorded Stata ssc/net versions.
  5. Heavy computations: include manageable versions and summary output files so the Data Editor can verify without re-running everything.
  6. Experimental/own-data: include instructions/survey transcripts and the pre-registration reference (effective Jan 1, 2026).

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

Qe Replication And Data Policy loads about 1.2k tokens when it runs. Until then it costs about 101 tokens; SKILL.md has 530 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~101
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

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 530 words (~1,219 tokens).

“QE follows the Econometric Society Data and Code Availability Policy, shared across Econometrica, Quantitative Economics, and Theoretical Economics and compatible with DCAS (the Data and Code Availability Standard). Key facts:”

— opening of SKILL.md by franklee16
name
qe-replication-and-data-policy

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Quantitative-Economics-Skills/skills/qe-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

Qe 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.

Qe Replication And Data Policy compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Qe Replication And Data Policy this skillfranklee16/academic-research-skills2231 repos~1.2kAutomated safety check: PassNone
Aer Replicationbrycewang-stanford/Auto-Empirical-Research-Skills4.6k1 repos~2.8kAutomated safety check: PassCustom licence
Audit Replicationbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~984Automated safety check: NotesCustom licence
Data Depositbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~1.2kAutomated safety check: NotesCustom licence
Eer Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Jle Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.9kAutomated safety check: PassMIT

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Questions about Qe Replication And Data Policy

What does Qe Replication And Data Policy do?

A skill your agent uses to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code…. Qe Replication And Data Policy is an agent skill from franklee16/academic-research-skills. Use to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code, documentation, README, and any exemption requests — under the DCAS-compatible ES Data and Code Availability Policy (NOT the JAE archive).

When should I use Qe Replication And Data Policy?

Qe Replication And Data Policy fits situations like: any exemption requests — under the DCAS-compatible ES Data and Code Availability Policy (NOT the JAE archive); tasks that involve Econometrics and empirical research; tasks that involve Technical documentation.

How do I install Qe Replication And Data Policy in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill qe-replication-and-data-policy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Quantitative-Economics-Skills/skills/qe-replication-and-data-policy in franklee16/academic-research-skills) into .claude/skills/qe-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.

How do I install Qe Replication And Data Policy in Codex?

Run `npx skills add franklee16/academic-research-skills --skill qe-replication-and-data-policy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Quantitative-Economics-Skills/skills/qe-replication-and-data-policy in franklee16/academic-research-skills) into .agents/skills/qe-replication-and-data-policy in your project. Codex loads it when a task matches its description.

Can I use Qe 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 qe-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/qe-replication-and-data-policy, .gemini/skills/qe-replication-and-data-policy, .github/skills/qe-replication-and-data-policy and .opencode/skills/qe-replication-and-data-policy in your project.

What does Qe Replication And Data Policy need to run?

SKILL.md names no scripts, command-line tools or credentials: Qe Replication And Data Policy is instructions for the agent only.

Does Qe 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 Qe 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 Qe Replication And Data Policy use?

No licence was found for Qe Replication And Data Policy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Qe Replication And Data Policy use?

About 1.2k tokens (SKILL.md is roughly 4.9k 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 Qe Replication And Data Policy?

Skills that share tags, products or a category with Qe Replication And Data Policy: Aer Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Audit Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Data Deposit (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars) and Eer 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 Qe 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.