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Agent skill
Jfqa Replication And Data Policy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw…
Install Jfqa Replication And Data Policy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfqa-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .claude/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .claude/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-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 jfqa-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .agents/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .agents/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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 jfqa-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .cursor/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .cursor/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-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 jfqa-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 jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .gemini/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .gemini/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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 jfqa-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 jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .github/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .github/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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 jfqa-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 jfqa-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-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy .opencode/skills/jfqa-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 "jfqa-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy into .opencode/skills/jfqa-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfqa-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
jfqa-replication-and-data-policy- GitHub stars
- 1.2k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 524 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw…
- Works in 3 steps: Source code that reproduces all reported… → The raw datasets, OR — if restricted by… → A "read me" file documenting the…
- Pseudo datasets
- SKILL.md covers What you must deposit, Where it goes, Exceptions (timing matters) and Verification, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jfqa Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw or pseudo datasets, and a read-me with an execution roadmap, deposited in the JFQA Dataverse at the Harvard University Dataverse. Use to prepare the mandatory archive for accepted post-2024 submissions and to request any exception at initial submission.
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 Databases, covering Database administration. 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
- Pseudo datasets
- A read-me with an execution roadmap
- Deposited in the JFQA Dataverse at the Harvard University Dataverse
- Prepare the mandatory archive for accepted post-2024 submissions and to request any exception at initial submission
Example prompts
- “/jfqa-replication-and-data-policy”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Source code that reproduces all reported findings from the raw data — every table and figure.
- The raw datasets, OR — if restricted by copyright/confidentiality (common with CRSP, Compustat, TAQ, etc.) — a pseudo dataset with enough…
- A "read me" file documenting the software, languages, and data formats, plus a roadmap of the program execution order when there are…
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
Jfqa Replication And Data Policy loads about 1.2k tokens when it runs. Until then it costs about 116 tokens; SKILL.md has 524 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). 524 words, ~1,240 tokens.
Download SKILL.mdSave it as
.claude/skills/jfqa-replication-and-data-policy/SKILL.md (or your agent's skills folder).- name
- jfqa-replication-and-data-policy
- description
- Use when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw or pseudo datasets, and a read-me with an execution roadmap, deposited in the JFQA Dataverse at the Harvard University Dataverse. Use to prepare the mandatory archive for accepted post-2024 submissions and to request any exception at initial submission.
JFQA Replication & Data Policy (jfqa-replication-and-data-policy)
Use this skill to satisfy the JFQA Code Sharing Policy. It is mandatory for submissions made on or after January 1, 2024 if the paper is accepted (voluntary for earlier submissions). Materials are posted at acceptance, before online publication. Re-verify the live policy before final packaging.
What you must deposit
- Source code that reproduces all reported findings from the raw data — every table and figure.
- The raw datasets, OR — if restricted by copyright/confidentiality (common with CRSP, Compustat, TAQ, etc.) — a pseudo dataset with enough observations that all programs execute successfully.
- A "read me" file documenting the software, languages, and data formats, plus a roadmap of the program execution order when there are multiple programs.
Where it goes
- Archived in the JFQA Dataverse, hosted at the Harvard University Dataverse, as supplemental materials.
- Code is licensed for academic research only; users must acknowledge the code's origin.
Exceptions (timing matters)
- Any exception — e.g., delayed code sharing — must be requested on the initial submission, not later. The handling editor decides; an approved exception is noted in the published paper.
Verification
- JFQA may use external verification services to validate code for randomly selected publications. Build the package so a third party can run it end-to-end from the (raw or pseudo) data.
Build discipline
- One master script (
run_all) regenerating every exhibit from the deposited data. - Pin software/package versions; set and report seeds for any bootstrap/simulation.
- Keep paths relative; ensure the pseudo dataset triggers every code path.
Show full SKILL.md (276 more words)Show less
Pseudo-data recipe for licensed finance sources
CRSP, Compustat, TAQ, IBES, and OptionMetrics extracts cannot be redistributed, so the pseudo dataset carries the verification load:
- Preserve the exact schema — variable names, types, and panel keys (permno/gvkey/date) — so merges run unchanged.
- Simulate or scramble enough rows (say, 500 firms over 120 months; scale to your design) to exercise every merge, filter, and edge case: missing delisting returns, duplicate links, zero-volume days, fiscal-year changes.
- Run the full pipeline on the pseudo data and confirm every program completes and every exhibit is produced in well-formed (not numerically identical) form.
- In the read-me, state plainly that pseudo-data numbers will not match the paper, and specify the exact licensed extracts a verifier needs (data vendor, library/table names, variable list, query date range) to reproduce the real ones.
Archive layout and dry-run protocol
jfqa-archive/
README.md # software + versions, data inventory, execution roadmap
run_all.sh # one-button rebuild of every table and figure
code/ # numbered: 01_build_sample, 02_main_tables, ...
data/raw/ or data/pseudo/
output/tables/ output/figures/- Fresh-machine test: copy the archive to a clean directory (ideally a colleague's machine), run
run_all, and diff the regenerated exhibits against the manuscript. - Confirm the read-me reflects the academic-research-only license and the requirement that users acknowledge the code's origin.
- Because verification may be performed by an external service on randomly selected papers, write the read-me for a stranger with no context, not for your coauthors.
Exception decision aid
| Data situation | Archive move | Exception at initial submission? |
|---|---|---|
| Standard WRDS sources (CRSP/Compustat/TAQ) | pseudo dataset + full code | no |
| Proprietary data under NDA (broker, exchange, bank) | pseudo dataset + request delayed/limited sharing | yes — request it now, not at acceptance |
| Hand-collected data from public filings | deposit the raw data itself | no |
| Commercial data with negotiable terms | ask the vendor early; default to pseudo data | only if sharing truly cannot occur |
Output format
【Code】reproduces all tables/figures from raw data? [Y/N]
【Data】raw OR pseudo dataset that runs end-to-end? [which]
【Read-me】software/versions + execution roadmap? [Y/N]
【Deposit】JFQA Dataverse (Harvard), academic-use license? [Y/N]
【Exception】needed? if so, requested at INITIAL submission? [Y/N/NA]
【Next step】jfqa-submission© 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 Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jfqa 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 |
|---|---|---|---|---|---|---|
| Jfqa Replication And Data Policy this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Hybrid Cloud Outboxesgetsentry/sentry | 46k | — | ~4.8k | Automated safety check: Pass | Custom licence | |
| Replicate Video AdJingyi-Wu-Richael/replicate-video-ad | 108 | 1 repos | ~1.6k | Automated safety check: Pass | None | |
| Sea Orm 2FlyinPancake/yoink | 112 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Pixel Perfect ReplicationYu-369/VibeCurb | 979 | — | ~8.7k | Automated safety check: Pass | MIT | |
| Horse Database PoolingHashLoad/horse | 1.4k | — | ~1.4k | Automated safety check: Pass | MIT |
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Questions about Jfqa Replication And Data Policy
What does Jfqa Replication And Data Policy do?
A skill your agent uses when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw…. Jfqa Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building the code and data archive required by the Journal of Financial and Quantitative Analysis (JFQA) Code Sharing Policy — source code reproducing all findings, raw or pseudo datasets, and a read-me with an execution roadmap, deposited in the JFQA Dataverse at the Harvard University Dataverse.
When should I use Jfqa Replication And Data Policy?
Jfqa Replication And Data Policy fits situations like: pseudo datasets; A read-me with an execution roadmap; deposited in the JFQA Dataverse at the Harvard University Dataverse; prepare the mandatory archive for accepted post-2024 submissions and to request any exception at initial submission.
How do I install Jfqa Replication And Data Policy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfqa-replication-and-data-policy -a claude-code`. Or copy the skill folder (Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfqa-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Jfqa Replication And Data Policy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfqa-replication-and-data-policy -a codex`. Or copy the skill folder (Journal-of-Financial-and-Quantitative-Analysis-Skills/skills/jfqa-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfqa-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Jfqa 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 jfqa-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/jfqa-replication-and-data-policy, .gemini/skills/jfqa-replication-and-data-policy, .github/skills/jfqa-replication-and-data-policy and .opencode/skills/jfqa-replication-and-data-policy in your project.
What does Jfqa Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jfqa Replication And Data Policy is instructions for the agent only.
Does Jfqa 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 Jfqa 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 Jfqa Replication And Data Policy use?
Jfqa 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 Jfqa Replication And Data Policy use?
About 1.2k tokens (SKILL.md is roughly 5k 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 Jfqa Replication And Data Policy?
Skills that share tags, products or a category with Jfqa Replication And Data Policy: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Replicate Video Ad (Jingyi-Wu-Richael/replicate-video-ad, 108 stars), Sea Orm 2 (FlyinPancake/yoink, 112 stars) and Pixel Perfect Replication (Yu-369/VibeCurb, 979 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jfqa Replication And Data Policy?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.