Scholar Replication
joshzyj/open-scholar-skill
Build, document, test, and validate a journal-ready replication package for social science research.
Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpube-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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .claude/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .claude/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-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 brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpube-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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .agents/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .agents/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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 brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpube-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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .cursor/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .cursor/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Public-Economics-Skills/skills/jpube-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 brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpube-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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .gemini/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .gemini/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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 brycewang-stanford/Awesome-Journal-Skills jpube-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 brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .github/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .github/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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 brycewang-stanford/Awesome-Journal-Skills --skill jpube-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 brycewang-stanford/Awesome-Journal-Skills jpube-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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy .opencode/skills/jpube-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 "jpube-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy into .opencode/skills/jpube-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpube-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.
jpube-replication-and-data-policyA skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…
Jpube Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements, repository deposit/citation/linking, restricted administrative data, and a reproducible package. It does not run the analysis.
Its SKILL.md is about 1.4k 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 Citation management. 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.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jpube Replication And Data Policy loads about 1.4k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 636 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 636 words, ~1,445 tokens.
.claude/skills/jpube-replication-and-data-policy/SKILL.md (or your agent's skills folder).JPubE's Guide for Authors applies Elsevier Option C research-data instructions: deposit research data in a relevant repository, cite and link the dataset in the article, or provide a statement explaining why research data cannot be shared. For public-economics work using restricted tax, health, or register microdata, the practical route is usually a data statement plus a code package and exact access path rather than public release of protected rows.
Public-economics referees frequently ask to see the elasticity/bunching/RD pipeline, so build a clean package around the data route:
[dataset] marker where applicable.run_all) regenerating every table and figure from inputs; pin
software/package versions (renv.lock, requirements.txt, recorded ssc versions); set and report
seeds for bootstrap / randomization inference.run_all master script regenerates all exhibits; versions and seeds pinnedPublic-finance papers lean on restricted microdata more than most fields, so the availability statement is rarely "open repository." Route by what you actually used.
| Data source | Availability statement says | What you still ship |
|---|---|---|
| Public tax/SOI tabulations, survey extracts | Link repository (Mendeley/openICPSR/Zenodo) and cite dataset | Data + all code |
| IRS/SSA/CMS enclave microdata | Access path + agency + why microdata cannot leave | All cleaning + estimation code |
| European whole-population registers | Application route, custodian, approval ID | Code + non-disclosive aggregates |
| Mixed (public + restricted) | Split the statement by component | Repository for the open part, access note otherwise |
A social-insurance reform evaluated on a national register cannot share person-level rows. The package
still makes the DID pipeline auditable: run_all regenerates every exhibit from cleared aggregates; the
README maps Table 3 (the moral-hazard wedge) and Figure 2 (the event study) to their scripts;
renv.lock pins versions; the bootstrap seed is fixed so the SEs on the MVPF = 1.4 statistic
(illustrative) replicate. The availability statement names the custodian, the approval ID, and the
cell-suppression rule (min count 10), so a referee sees the workflow without touching protected
microdata.
【Data type】open / restricted-administrative / register / mixed
【Availability statement】drafted + consistent? [Y/N]
【Restricted access】path + agency + limits documented? [Y/N]
【Programs supplied】all cleaning + estimation code? [Y/N]
【Reproducibility】run_all + pinned versions + seeds? [Y/N]
【Policy check】Option C route and Editorial Manager data fields checked? [Y/N]
【Next step】jpube-review-process© 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
Just SKILL.md in Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jpube 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 |
|---|---|---|---|---|---|---|
| Jpube Replication And Data Policy this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Scholar Replicationjoshzyj/open-scholar-skill | 168 | — | ~19k | Automated safety check: Pass | Custom licence | |
| Ieee Paper ReaderCloudWave818/ieee-skills | 359 | — | ~591 | Automated safety check: Pass | MIT | |
| Joe Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~986 | Automated safety check: Pass | None | |
| Investigating Anomalous ResultsK-Dense-AI/science-superpowers | 350 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Bio Multi Omics Similarity NetworkGPTomics/bioSkills | 1.2k | 1 repos | ~4.3k | Automated safety check: Pass | MIT |
joshzyj/open-scholar-skill
Build, document, test, and validate a journal-ready replication package for social science research.
CloudWave818/ieee-skills
Read, decompose, and analyze IEEE-style papers using routed technical-reading workflows.
franklee16/academic-research-skills
A skill your agent uses to prepare code and data materials for a Journal of Econometrics (JoE) submission under Elsevier's data-citation and availability norms, including reproducible Monte Carlo…
K-Dense-AI/science-superpowers
A skill your agent uses when a result is surprising, impossible, contradicts a sanity check, a pipeline fails, a model won't converge, or a replication fails - before adjusting anything
GPTomics/bioSkills
Stratifies patients into multi-omics subtypes by building one patient-by-patient similarity network per omic, fusing them with SNF's cross-network diffusion, and spectral-clustering the fused graph…
franklee16/academic-research-skills
A skill your agent uses when running the final pre-submission preflight for an Academy of Management Review (AMR) manuscript — ScholarOne portal, AOM format and length, abstract, anonymization for…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…. Jpube Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements, repository deposit/citation/linking, restricted administrative data, and a reproducible package.
Jpube Replication And Data Policy fits situations like: repository deposit/citation/linking; restricted administrative data; A reproducible package.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a claude-code`. Or copy the skill folder (Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jpube-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a codex`. Or copy the skill folder (Journal-of-Public-Economics-Skills/skills/jpube-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jpube-replication-and-data-policy in your project. Codex loads it when a task matches its description.
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 jpube-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/jpube-replication-and-data-policy, .gemini/skills/jpube-replication-and-data-policy, .github/skills/jpube-replication-and-data-policy and .opencode/skills/jpube-replication-and-data-policy in your project.
SKILL.md names no scripts, command-line tools or credentials: Jpube Replication And Data Policy is instructions for the agent only.
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.
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.
Jpube Replication And Data Policy is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jpube Replication And Data Policy: Scholar Replication (joshzyj/open-scholar-skill, 168 stars), Ieee Paper Reader (CloudWave818/ieee-skills, 359 stars), Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Investigating Anomalous Results (K-Dense-AI/science-superpowers, 350 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 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.