Scholar Replication
joshzyj/open-scholar-skill
Build, document, test, and validate a journal-ready replication package for social science research.
Agent skill
Rof Replication And Data Policy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
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…
Install Rof Replication And Data Policy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill rof-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .claude/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .claude/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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/Review-of-Finance-Skills/skills/rof-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 rof-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .agents/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .agents/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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 rof-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .cursor/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .cursor/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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 Review-of-Finance-Skills/skills/rof-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 rof-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 rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .gemini/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .gemini/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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 rof-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 rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .github/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .github/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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 rof-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 rof-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/Review-of-Finance-Skills/skills/rof-replication-and-data-policy .opencode/skills/rof-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 "rof-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Finance-Skills/skills/rof-replication-and-data-policy into .opencode/skills/rof-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rof-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
rof-replication-and-data-policy- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 601 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
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…
- Preparing the Review of Finance (RoF) replication package — code
- SKILL.md covers Package checklist, RoF replication packet, OUP supplementary package… and Finance-data shipping reality, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Pseudo-datasets for proprietary sources such as Datastream
What it does
Rof Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use 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 Availability Statement, dataset citations, cover-letter exception requests at initial submission, and OUP supplementary hosting, since the journal's code-sharing policy can hold publication until programs are received.
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, Resume and CV writing and Econometrics and empirical research. 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
- Preparing the Review of Finance (RoF) replication package — code
- Pseudo-datasets for proprietary sources such as Datastream
- The Data Availability Statement
- Dataset citations
Example prompts
- “/rof-replication-and-data-policy”
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
Rof Replication And Data Policy loads about 1.4k tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 601 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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 601 words, ~1,447 tokens.
Download SKILL.mdSave it as
.claude/skills/rof-replication-and-data-policy/SKILL.md (or your agent's skills folder).- name
- rof-replication-and-data-policy
- description
- Use 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 Availability Statement, dataset citations, cover-letter exception requests at initial submission, and OUP supplementary hosting, since the journal's code-sharing policy can hold publication until programs are received.
Review of Finance Replication And Data Policy
Use this before submission and after acceptance. Reopen the current RoF code-sharing and data-availability policy before final packaging.
Package checklist
- Prepare replication programs with comments, software names, versions, package dependencies, and execution order.
- Provide actual data when non-proprietary. If data are proprietary, prepare a pseudo-dataset plus log files or other evidence required by current policy.
- Draft a Data Availability Statement and formatted dataset citations.
- Request any exception in the cover letter at initial submission when policy requires early disclosure.
- Expect publication to wait until code is received when the policy applies.
- Package materials for OUP supplementary hosting rather than inventing a separate archive.
RoF replication packet
Build the packet around editorial risk:
READMEstates execution order, software, package versions, expected runtime, and output locations.data_manifestnames every raw, intermediate, pseudo, and restricted dataset, with access status.run_allrecreates each table, figure, and appendix exhibit or clearly marks non-runnable restricted steps.logsprove that the submitted outputs were generated from the submitted programs.DASand dataset citations match the manuscript, cover letter, and supplementary files.
For proprietary data, the pseudo-dataset is not decoration. It should let the editor see variable names, file structure, merge keys, and code flow, while logs or other evidence document the confidential run. Request exceptions at the earliest required stage; late exceptions create publication risk.
OUP supplementary package blueprint
rof_replication/
README.md run order, software + versions, runtime, output map
data/raw/ non-proprietary inputs only, with dataset citations
data/pseudo/ simulated rows mirroring restricted files (schema-true)
code/01_build cleaning: return screens, merges, winsorizing
code/02_main every body table and figure, numbered as in the paper
code/03_appendix internet-appendix exhibits
logs/ full execution logs from the confidential run
output/ regenerated exhibits, traceable to the submitted PDFFinance-data shipping reality
| Source | Ships in the package? | What ships instead |
|---|---|---|
| CRSP / Compustat (WRDS) | No — licensed | exact query, extraction date, variable list, pseudo-rows |
| Datastream / Refinitiv | No | request scripts, screen list incl. dead-stock handling, pseudo-data |
| Bankscope / Orbis (BvD) | No; vintages also vanish | vintage date, consolidation filters, ID list if the license allows |
| ECB SDW / Eurostat | Usually yes | series codes plus download date, or the snapshot itself |
| Hand-collected (filings, prospectuses) | Yes — expected | the dataset plus the collection protocol |
| Proprietary (exchange, supervisor, bank) | No | pseudo-dataset, logs, access procedure, exception named in the cover letter |
Confirm the current shipping rules for each source against the journal's current author guidelines and your own license terms before promising anything in the DAS.
Show full SKILL.md (256 more words)Show less
Vintage and version control
- BvD products overwrite history: pin the Orbis/Bankscope vintage in the README and store per-table row counts so the editor's office can audit drift in any re-pull.
- WRDS tables are backfilled; record extraction dates next to every query.
- Pin software environments (Stata version plus ado dates, renv or requirements files); the expectation behind RoF's policy is that the editorial side can execute the package, not reverse-engineer it.
Pre-acceptance dry run
- Clone the package to a clean machine or container and run only what the README says — no tribal knowledge allowed.
- Trace every number in the submitted PDF to a line in
output/; anything untraceable is either a stale exhibit or a missing script. - Run the pseudo-data through the full code path: identical merge keys, variable types, and column order, so structure errors surface before the editor finds them.
- Reconcile four documents — manuscript DAS, cover letter, README, dataset citations (Chicago style, matching the manuscript's reference format) — into one consistent story.
Worked exception case
Illustrative. A microstructure paper combines proprietary order-book data from a European exchange with public Datastream prices. The packet ships: complete code; a pseudo order-book with the true schema and fabricated quantities; logs from the confidential run; Datastream request scripts; a cover-letter paragraph requesting the exception at initial submission — the stage RoF requires — citing the exchange's redistribution restriction; and a DAS routing readers to the exchange's access procedure. Publication then waits only on packet verification, not a post-acceptance scramble. Verify the exact exception mechanics against the journal's current author guidelines.
Output format
[Replication status] ready / needs fixes / exception needed
[Data status] public / proprietary / restricted / simulated
[Code status] complete / missing pieces / undocumented
[DAS] <draft or missing>
[Publication risk] <low/medium/high>© 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 Review-of-Finance-Skills/skills/rof-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Rof 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 |
|---|---|---|---|---|---|---|
| Rof 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 | |
| Ectj Submissionfranklee16/academic-research-skills | 223 | 1 repos | ~417 | Automated safety check: Pass | None | |
| Joe Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~986 | Automated safety check: Pass | None | |
| Replication Auditflonat/flonat-research | 146 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Ajps Replication And Verificationfranklee16/academic-research-skills | 223 | 1 repos | ~1.3k | Automated safety check: Pass | None |
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Related
Questions about Rof Replication And Data Policy
What does Rof Replication And Data Policy do?
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…. Rof Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use 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 Availability Statement, dataset citations, cover-letter exception requests at initial submission, and OUP supplementary hosting, since the journal's code-sharing policy can hold publication until programs are received.
When should I use Rof Replication And Data Policy?
Rof Replication And Data Policy fits situations like: preparing the Review of Finance (RoF) replication package — code; pseudo-datasets for proprietary sources such as Datastream; the Data Availability Statement; dataset citations.
How do I install Rof Replication And Data Policy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill rof-replication-and-data-policy -a claude-code`. Or copy the skill folder (Review-of-Finance-Skills/skills/rof-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/rof-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Rof Replication And Data Policy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill rof-replication-and-data-policy -a codex`. Or copy the skill folder (Review-of-Finance-Skills/skills/rof-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/rof-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Rof 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 brycewang-stanford/Awesome-Journal-Skills --skill rof-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/rof-replication-and-data-policy, .gemini/skills/rof-replication-and-data-policy, .github/skills/rof-replication-and-data-policy and .opencode/skills/rof-replication-and-data-policy in your project.
What does Rof Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Rof Replication And Data Policy is instructions for the agent only.
Does Rof 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 Rof 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 Rof Replication And Data Policy use?
Rof 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.
How many tokens does Rof Replication And Data Policy use?
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.
What are the alternatives to Rof Replication And Data Policy?
Skills that share tags, products or a category with Rof Replication And Data Policy: Scholar Replication (joshzyj/open-scholar-skill, 168 stars), Ectj Submission (franklee16/academic-research-skills, 223 stars), Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Replication Audit (flonat/flonat-research, 146 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Rof Replication And Data Policy?
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.