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Agent skill
Jbf Replication And Data Policy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when preparing the required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under…
Install Jbf Replication And Data Policy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jbf-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .claude/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .claude/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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-Banking-and-Finance-Skills/skills/jbf-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 jbf-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .agents/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .agents/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .cursor/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .cursor/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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-Banking-and-Finance-Skills/skills/jbf-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 jbf-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 jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .gemini/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .gemini/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-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 jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .github/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .github/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-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 jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy .opencode/skills/jbf-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 "jbf-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy into .opencode/skills/jbf-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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
jbf-replication-and-data-policy- GitHub stars
- 1.2k
- Token cost
- ~1.3k tokens
- SKILL.md length
- 526 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 required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under…
- Preparing the required data statement
- SKILL.md covers When to trigger, Policy stance, Package structure and Data availability statements, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Repository deposit/link
What it does
Jbf Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under Elsevier Option C research-data expectations.
Its SKILL.md is about 1.3k 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
- Preparing the required data statement
- Repository deposit/link
- Proprietary-data documentation for a Journal of Banking & Finance manuscript under Elsevier Option C research-data expectations
Example prompts
- “/jbf-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
Jbf Replication And Data Policy loads about 1.3k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 526 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). 526 words, ~1,333 tokens.
Download SKILL.mdSave it as
.claude/skills/jbf-replication-and-data-policy/SKILL.md (or your agent's skills folder).- name
- jbf-replication-and-data-policy
- description
- Use when preparing the required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under Elsevier Option C research-data expectations.
Replication & Data Policy (jbf-replication-and-data-policy)
When to trigger
- The paper uses CRSP, Compustat, BankFocus, Dealscan, TRACE, Call Reports, hand-collected data, or simulations
- You need a data availability statement for Elsevier/JBF submission
- You want a legal and useful replication package despite proprietary data
Policy stance
JBF follows Elsevier Option C research-data instructions. At submission, authors must state data availability. For shareable data, deposit the research data in a relevant repository and cite/link it in the article. If data cannot be shared, state why (for example, proprietary, sensitive, confidential, or licensing limits). JBF does not operate a dedicated journal-run replication archive, so the practical package should combine a repository deposit where rights allow, code, metadata, and a precise access route for restricted inputs.
Package structure
README.md
data_access/ # licensed-data instructions, not raw proprietary files
code/
00_setup.*
01_build_sample.*
02_main_tables.*
03_figures.*
04_robustness.*
output/
tables/
figures/
requirements.* # renv.lock / requirements.txt / Stata package listData availability statements
- Public data: name source, URL, access date, and archive copy if permitted.
- Proprietary data: identify vendor, product, access terms, and exact query or extraction instructions; do not redistribute restricted files.
- Hand-collected data: share the dataset if rights allow, with coding rules.
- No external data / simulation: state that no external data were used and provide simulation code and seeds.
Code expectations
- One master script regenerates all tables and figures.
- Random seeds and software versions are recorded.
- Output files match manuscript numbering.
- Confidential paths and author identity are removed before double-anonymized submission.
Proprietary-data audit
For licensed banking/finance sources, add a data_access/README.md that records:
- vendor/product, query filters, identifiers, and date accessed;
- variables needed to recreate the analysis;
- any hand-cleaning or link-table rules;
- whether a pseudo dataset can exercise the full code path;
- who can legally access the raw data and under what license.
Source-by-source sharing matrix
| Typical JBF source | Redistribution | What the package carries instead |
|---|---|---|
| US Call Reports / FDIC SDI | public — share extracts | pull scripts with vintage, date, and series mnemonics |
| Orbis Bank Focus / BankScope legacy | licensed — do not share | query filters, consolidation codes, variable list, access date |
| DealScan | licensed — do not share | extraction steps, facility/package level, link-table code |
| CRSP / Compustat (when used) | licensed — do not share | WRDS query description and merge keys |
| Hand-collected regulatory events | usually shareable | coding manual, per-event sources, inter-coder checks |
| Confidential supervisory data | cannot leave the authority | aggregate descriptives plus the access route for replicators |
Show full SKILL.md (165 more words)Show less
Worked statement draft (illustrative)
Data availability. Bank balance-sheet data come from US Call Reports (FFIEC,
public; pull scripts and vintages in /code/01). Loan-facility data are from
DealScan under license; we provide extraction filters and borrower link-table
code but not raw files. Hand-collected deregulation dates and coding rules are
deposited with the package. All tables and figures regenerate from run_all
with the licensed inputs in place; a synthetic sample exercises the full
pipeline without them.Pre-submission package audit
-
run_allexecutes on a clean machine with only the licensed inputs mounted - every manuscript exhibit maps to exactly one output file, with matching numbering
- the synthetic or masked sample passes every script end to end
- vendor vintages and download dates recorded for Bank Focus, DealScan, and any WRDS pulls
- no author-identifying paths or initials in code comments (double-anonymized review)
- repository deposit linked and cited where rights allow, or non-sharing reason stated clearly
A package failing two or more boxes usually signals deeper pipeline debt; route back to jbf-data-analysis before drafting the statement.
Editor pushbacks on data
- "The package cannot run without DealScan." → ship a synthetic or masked sample that exercises every script end to end.
- "Which Bank Focus vintage?" → record vendor vintage and download date; bank coverage shifts across vintages.
- "Confidential supervisory data make this unreviewable." → document the authority's access procedure and provide all code plus aggregate moments; the data statement must explain the access limits.
Output format
[Data status] public / proprietary / confidential / simulated / mixed
[Statement draft] ...
[Shareable files] ...
[Restricted files] ...
[Reproducibility gaps] ...
[Next step] jbf-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-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jbf 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 |
|---|---|---|---|---|---|---|
| Jbf Replication And Data Policy this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.3k | 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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Categories
Questions about Jbf Replication And Data Policy
What does Jbf Replication And Data Policy do?
A skill your agent uses when preparing the required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under…. Jbf Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the required data statement, code archive, repository deposit/link, and proprietary-data documentation for a Journal of Banking & Finance manuscript under Elsevier Option C research-data expectations.
When should I use Jbf Replication And Data Policy?
Jbf Replication And Data Policy fits situations like: preparing the required data statement; repository deposit/link; proprietary-data documentation for a Journal of Banking & Finance manuscript under Elsevier Option C research-data expectations.
How do I install Jbf Replication And Data Policy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jbf-replication-and-data-policy -a claude-code`. Or copy the skill folder (Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jbf-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Jbf Replication And Data Policy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jbf-replication-and-data-policy -a codex`. Or copy the skill folder (Journal-of-Banking-and-Finance-Skills/skills/jbf-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jbf-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Jbf 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 jbf-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/jbf-replication-and-data-policy, .gemini/skills/jbf-replication-and-data-policy, .github/skills/jbf-replication-and-data-policy and .opencode/skills/jbf-replication-and-data-policy in your project.
What does Jbf Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jbf Replication And Data Policy is instructions for the agent only.
Does Jbf 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 Jbf 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 Jbf Replication And Data Policy use?
Jbf 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 Jbf Replication And Data Policy use?
About 1.3k tokens (SKILL.md is roughly 5.3k 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 Jbf Replication And Data Policy?
Skills that share tags, products or a category with Jbf 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 Jbf 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.