Agent skill

Ier Replication Package

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy.

MITAuto-check passedResearch & Science

Install Ier Replication Package

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-replication-package -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-replication-package --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/International-Economic-Review-Skills/skills/ier-replication-package .claude/skills/ier-replication-package && 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
ier-replication-package
GitHub stars
1.2k
Token cost
~2k tokens
SKILL.md length
1,026 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy.

  • Tasks that involve Econometrics and empirical research
  • SKILL.md covers When to trigger, IER's policy, precisely, Checklist and Anti-patterns, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Technical documentation

What it does

Ier Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy. Covers the deposit, README, data availability statement, and self-contained proofs; it does not write the analysis code.

Its SKILL.md is about 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 and Technical documentation. 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

  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Technical documentation

Example prompts

  • “/ier-replication-package”

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

Ier Replication Package loads about 2k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 1,026 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~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

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 1,026 words, ~2,019 tokens.

Download SKILL.mdSave it as .claude/skills/ier-replication-package/SKILL.md (or your agent's skills folder).
name
ier-replication-package
description
Use when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy. Covers the deposit, README, data availability statement, and self-contained proofs; it does not write the analysis code.

Replication Package and Proof Appendix (ier-replication-package)

When to trigger

  • The paper has empirical, simulation, or experimental work and acceptance will hinge on a compliant deposit
  • You are at conditional acceptance and the letter asks for data, programs, and a README
  • Key proofs are scattered in the body, in footnotes, or assumed — and the appendix is not self-contained
  • A referee questions whether the results can be reproduced from what you provide
  • You need to know exactly what IER's data policy requires vs. what is optional

IER's policy, precisely

IER adopted the American Economic Review (AER) data availability policy effective January 1, 2022 (检索于 2026-06;以官网为准). The operative facts:

  • It is journal policy to publish a paper only if its data are clearly documented and readily available to any researcher for replication.
  • On conditional acceptance, authors deposit data, programs, and enough detail to permit replication in electronic form at a standard public repository the acceptance letter names, and include a data availability statement with a link to the repository in the final paper.
  • If data are proprietary or the requirement otherwise cannot be met, the Editor must be notified at the time of submission — not at acceptance.
What the deposit must contain, by paper type
Paper typeRequired in the deposit
Econometric / simulationFinal analysis datasets; all programs; documentation of how intermediate/constructed data were created from raw sources; a README PDF describing every file's purpose and giving step-by-step replication instructions
ExperimentalOriginal experimental instructions; subject eligibility/selection information; computer programs and scripts; the raw experimental data

This is a post-acceptance deposit, not a submission-time upload — but assemble it early, because a clean package is also the most persuasive robustness evidence to a referee mid-review.

The proof appendix (the theory/structural obligation)

Because IER tilts theory/structural, the proof appendix is part of the contribution, not boilerplate. The standard a referee holds it to:

  • Self-contained. Every proof states the result, the assumptions invoked, and runs without the reader reconstructing steps. Do not prove a key result only in a footnote or by "similar to above."
  • Each formal claim has a proof or a precise citation. Lemmas used must be proved or referenced to a stated source.
  • Numerical/computational appendix. For structural work, document the solution algorithm, grids, tolerances, solver, and seeds so the counterfactual is reproducible — this complements the code deposit.
  • Online vs. main appendix. Move long proofs and secondary derivations to an online appendix to respect the ≤50-page main-text ceiling, but the main results must remain provable from the main paper plus appendix.
Why the deposit is also a mid-review asset

The AER-style deposit is formally a post-acceptance requirement, but assembling it early pays off during review, not just after. A referee who can see a clean, runnable replication package is far more likely to trust the empirical claims and the robustness section — the package is itself the strongest possible answer to "can this be reproduced?" Authors who wait until conditional acceptance to build the package often discover that constructed variables cannot be traced to raw data, or that a result depended on an undocumented manual step; finding that during review (when you can still fix it) is far better than at acceptance (when it delays publication).

Worked example (illustrative)

A structural paper's counterfactual is computed by a solver with hand-tuned starting values and an unrecorded grid. At conditional acceptance the authors try to assemble the deposit and cannot reproduce their own headline welfare number to the second decimal. The lesson IER's policy enforces: the computational appendix (algorithm, grids, tolerances, solver, seeds) is not paperwork — it is the only thing that makes the result a result rather than a one-time output. Documenting it while the code is fresh, and depositing the exact scripts, is what lets a referee — and a future reader — regenerate the number on demand.

Show full SKILL.md (396 more words)Show less
The proprietary-data trap (flag it at submission, not acceptance)

The detail authors most often miss in IER's AER-style policy is the timing of the proprietary-data disclosure. If your data are confidential, restricted-access, or otherwise cannot be deposited for open replication, the Editor must be told at the time of submission — not when the conditional-acceptance letter arrives. Discovering at acceptance that you cannot meet the deposit requirement can stall or derail publication. So audit the data early: for every source, ask whether you can legally and practically deposit it; if not, plan the alternative the policy permits (e.g., depositing code plus access instructions, or a synthetic/derived dataset) and disclose the constraint up front.

README discipline that actually permits replication

A README that lists files is not a README that permits replication. The IER/AER standard is an ordered, runnable set of instructions: which script to run first, what raw inputs it expects, what intermediate files it produces, and how to reach each table and figure in the paper from the raw data. A reviewer or future researcher should be able to clone the repository, follow the README top to bottom, and regenerate every number. Document software versions and any manual steps (ideally eliminate manual steps entirely). For constructed variables, the chain from raw source to analysis variable must be code, not prose.

Checklist

  • If data are proprietary or restricted, the Editor is notified at submission (not acceptance)
  • Deposit planned for a standard public repository with a data availability statement + link in the final paper
  • Econometric/simulation: final data + programs + construction documentation + README PDF with replication steps
  • Experimental: instructions + subject selection info + programs/scripts + raw data
  • Constructed variables are reproducible from raw sources via documented code
  • Proof appendix is self-contained; every formal claim has a proof or a precise citation
  • Structural: solution algorithm, grids, tolerances, solver, and seeds documented
  • Long proofs/derivations in an online appendix; main results provable from paper + appendix

Anti-patterns

  • Treating the deposit as an acceptance-day chore when proprietary data should have been flagged at submission
  • A README that lists files but gives no runnable, ordered replication instructions
  • Constructed data with no code linking it back to raw sources ("data available on request")
  • A key theorem proved only in a footnote or dismissed as "analogous to the above"
  • Lemmas invoked without proof or citation
  • A structural counterfactual whose grid/solver/seeds are undocumented, so the number cannot be reproduced

Output format

text
【Journal】International Economic Review
【Skill】ier-replication-package
【Paper type】econometric/simulation / experimental / theory-only
【Proprietary data?】if yes, Editor notified at submission? [Y/N]
【Deposit plan】repository + data availability statement + README PDF ready? [Y/N]
【Construction docs】constructed vars reproducible from raw via code? [Y/N]
【Proof appendix】self-contained; every claim proved or cited? [Y/N]
【Computational appendix】algorithm/grids/tolerances/seeds documented? [Y/N]
【Verdict】compliant / gaps-listed
【Next skill】ier-referee-strategy

© 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 International-Economic-Review-Skills/skills/ier-replication-package of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Ier Replication Package 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.

Ier Replication Package compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ier Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~2kAutomated safety check: PassMIT
Aer Replicationbrycewang-stanford/Auto-Empirical-Research-Skills4.5k1 repos~2.8kAutomated safety check: PassCustom licence
Data Depositbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.2kAutomated safety check: NotesCustom licence
Qe Replication And Data Policyfranklee16/academic-research-skills2231 repos~1.2kAutomated safety check: PassNone
Restud Replication Packagefranklee16/academic-research-skills2231 repos~1.5kAutomated safety check: PassNone
Jape Replication And Data Policyfranklee16/academic-research-skills2231 repos~671Automated safety check: PassNone

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Questions about Ier Replication Package

What does Ier Replication Package do?

A skill your agent uses when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy. Ier Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data/code deposit and proof appendix for an International Economic Review (IER) manuscript under its AER-style data availability policy.

When should I use Ier Replication Package?

Ier Replication Package fits situations like: tasks that involve Econometrics and empirical research; tasks that involve Technical documentation.

How do I install Ier Replication Package in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-replication-package -a claude-code`. Or copy the skill folder (International-Economic-Review-Skills/skills/ier-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ier-replication-package in your project. Claude Code loads it when a task matches its description.

How do I install Ier Replication Package in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-replication-package -a codex`. Or copy the skill folder (International-Economic-Review-Skills/skills/ier-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ier-replication-package in your project. Codex loads it when a task matches its description.

Can I use Ier Replication Package 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 ier-replication-package -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ier-replication-package, .gemini/skills/ier-replication-package, .github/skills/ier-replication-package and .opencode/skills/ier-replication-package in your project.

What does Ier Replication Package need to run?

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

Does Ier Replication Package 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 Ier Replication Package 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 Ier Replication Package use?

Ier Replication Package 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 Ier Replication Package use?

About 2k tokens (SKILL.md is roughly 8.1k 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 Ier Replication Package?

Skills that share tags, products or a category with Ier Replication Package: Aer Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Data Deposit (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Qe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Restud Replication Package (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ier Replication Package?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 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.