Hybrid Cloud Outboxes
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Agent skill
Jfi Replication And Data Policy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data…
Install Jfi Replication And Data Policy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .claude/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .claude/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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-Intermediation-Skills/skills/jfi-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 jfi-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .agents/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .agents/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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 jfi-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .cursor/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .cursor/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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-Intermediation-Skills/skills/jfi-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 jfi-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 jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .gemini/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .gemini/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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 jfi-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 jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .github/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .github/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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 jfi-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 jfi-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-Intermediation-Skills/skills/jfi-replication-and-data-policy .opencode/skills/jfi-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 "jfi-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy into .opencode/skills/jfi-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-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
jfi-replication-and-data-policy- GitHub stars
- 1.2k
- Token cost
- ~1.3k tokens
- SKILL.md length
- 498 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 research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data…
- Preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited
- SKILL.md covers When to trigger, What JFI actually requires…, How to prepare and Restricted banking data: the…, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Linked research data where possible
What it does
Jfi Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data where possible; an explanation where sharing is impossible; a Data Statement; [dataset]-tagged references; and a credible access route for restricted supervisory or credit-register data. It prepares the package; it does not deposit for you.
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 research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited
- Linked research data where possible
- An explanation where sharing is impossible
- A Data Statement
Example prompts
- “/jfi-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
Jfi Replication And Data Policy loads about 1.3k tokens when it runs. Until then it costs about 113 tokens; SKILL.md has 498 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). 498 words, ~1,281 tokens.
Download SKILL.mdSave it as
.claude/skills/jfi-replication-and-data-policy/SKILL.md (or your agent's skills folder).- name
- jfi-replication-and-data-policy
- description
- Use when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data where possible; an explanation where sharing is impossible; a Data Statement; [dataset]-tagged references; and a credible access route for restricted supervisory or credit-register data. It prepares the package; it does not deposit for you.
Replication & Data Policy (jfi-replication-and-data-policy)
When to trigger
- Preparing data/code materials before submitting or at acceptance
- Writing the Data Statement or handling restricted/proprietary banking data
What JFI actually requires (verified 2026-06-20; re-confirm on the official page)
JFI follows Elsevier Option C for research data. Research data here includes software, code, models, algorithms, protocols, and methods — not just datasets. Authors are required to:
- Deposit research data in a relevant repository and cite/link it, or explain why data cannot be shared.
- Provide a Data Statement on data availability when relevant; it is supported in the submission flow and published with the article.
- Cite datasets in the text and reference list using the
[dataset]tag.
Crucially, JFI has no journal-specific mandatory replication-code archive — there is no equivalent of the Journal of Applied Econometrics Data Archive or the American Economic Review replication mandate. Do not invent a JFI-only archive requirement, but do treat deposit/cite/link-or-explain as the live Elsevier data-policy obligation.
How to prepare
- Empirical papers: write a clear Data Statement (sources, access conditions, what is shared); deposit shareable data and code in a general-purpose repository (Mendeley Data, Zenodo, ICPSR/openICPSR) and link it. For restricted bank/supervisory data (Call Reports extracts under license, FR Y-14, DealScan), state the access route and share the code plus any constructed, non-proprietary derivatives.
- Theory papers: lighter — share the code that generates numerical examples/figures so they are reproducible (fixed seeds/parameters); a Data Statement can note that no empirical data underlie the results.
Restricted banking data: the disclosure ladder
| Data tier | Typical examples | What you can realistically share |
|---|---|---|
| Public | Call Reports, HMDA, FDIC Summary of Deposits | Full data plus code — deposit everything |
| Commercial license | DealScan, Orbis/Bankscope, branch-rate databases | Code, construction steps, and access instructions; never raw data |
| Supervisory / central-bank | Credit registers, FR Y-14, examination data | Code, variable definitions, the application route, and cleared aggregates |
For the supervisory tier, the Data Statement should name the granting institution and the access route so a referee believes replication is possible in principle — credibility matters disproportionately at a venue where the best identification lives inside restricted registers. Repository specifics and any evolving Elsevier requirements: confirm against the journal's current author guidelines.
Show full SKILL.md (144 more words)Show less
Worked Data Statement skeleton (credit-register paper, illustrative)
Data statement: Loan-level records are from the [country] credit register,
accessed on-site under agreement [ref]; they cannot leave the central bank.
We deposit: (i) all construction and estimation code; (ii) variable
definitions and sample filters; (iii) bank-level aggregates cleared for
release; (iv) instructions for applying for register access. Public inputs
(Call Reports, HMDA) are included in the repository. Datasets are cited
with [dataset] tags in the reference list.Friction points editors and referees raise
- "Data available on request" with no named route reads as evasion — name the institution and process.
- Code that hard-codes paths inside the central-bank enclave — ship a config file and a README mapping enclave paths to placeholders.
- Cleared aggregates that cannot reproduce a single exhibit — clear at least the headline table's inputs.
- A theory paper claiming "no data" while its calibrated figures depend on undisclosed parameter files — the numerical-example code and parameter values are the reproducibility object at JFI.
Anti-patterns
- Treating Option C as optional or replacing it with "data available on request"
- Asserting a mandatory JFI-specific archive that the Guide does not name
- A Data Statement that hides restricted-data access conditions
- Citing datasets in prose without the
[dataset]reference tag - Depositing data but never linking it in Editorial Manager
Output format
【Data Statement】drafted, access conditions stated? [Y/N]
【Deposit / explain】repository chosen and linked in EM, or restriction explained? [Y/N]
【[dataset] tags】data cited in references? [Y/N]
【Restricted data】access route + shareable code noted? [Y/N]
【Note】Option C applies; no JFI-specific archive is named
【Next skill】jfi-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
Files
Just SKILL.md in Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jfi 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 |
|---|---|---|---|---|---|---|
| Jfi 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 Jfi Replication And Data Policy
What does Jfi Replication And Data Policy do?
A skill your agent uses when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data…. Jfi Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data where possible; an explanation where sharing is impossible; a Data Statement; [dataset]-tagged references; and a credible access route for restricted supervisory or credit-register data.
When should I use Jfi Replication And Data Policy?
Jfi Replication And Data Policy fits situations like: preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited; linked research data where possible; an explanation where sharing is impossible; A Data Statement.
How do I install Jfi Replication And Data Policy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-replication-and-data-policy -a claude-code`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfi-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Jfi Replication And Data Policy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-replication-and-data-policy -a codex`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfi-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Jfi 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 jfi-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/jfi-replication-and-data-policy, .gemini/skills/jfi-replication-and-data-policy, .github/skills/jfi-replication-and-data-policy and .opencode/skills/jfi-replication-and-data-policy in your project.
What does Jfi Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jfi Replication And Data Policy is instructions for the agent only.
Does Jfi 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 Jfi 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 Jfi Replication And Data Policy use?
Jfi 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 Jfi Replication And Data Policy use?
About 1.3k tokens (SKILL.md is roughly 5.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Jfi Replication And Data Policy?
Skills that share tags, products or a category with Jfi 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 Jfi 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.