Agent skill

Jfi Contribution Framing

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism…

MITAuto-check passed

Install Jfi Contribution Framing

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-contribution-framing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-contribution-framing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-contribution-framing .claude/skills/jfi-contribution-framing && rm -rf skills-src

Use ~/.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/

Facts

Skill name
jfi-contribution-framing
GitHub stars
1.2k
Token cost
~1.3k tokens
SKILL.md length
617 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism…

  • Works in 4 steps: Institution / intermediary — banks,… → Friction — the economic problem the… → Mechanism — how that friction produces… → …
  • Framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution
  • SKILL.md covers When to trigger, The JFI framing bar, Empirical vs. theory framing and Worked vignette: framing a…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jfi Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism, and the economic consequence — so it clears the desk screen and reads as banking, not generic finance. It frames; it does not write the paper.

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.

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

  • Framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution
  • The economic consequence — so it clears the desk screen and reads as banking
  • Not generic finance

Example prompts

  • “/jfi-contribution-framing”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Institution / intermediary — banks, lenders, dealers, insurers, the specific actor.
  2. Friction — the economic problem the intermediary faces or resolves (information asymmetry,
  3. Mechanism — how that friction produces the result; the causal or theoretical channel.
  4. Consequence — why it matters for credit, stability, welfare, or 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 Contribution Framing loads about 1.3k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 617 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

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). 617 words, ~1,260 tokens.

Download SKILL.mdSave it as .claude/skills/jfi-contribution-framing/SKILL.md (or your agent's skills folder).
name
jfi-contribution-framing
description
Use when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism, and the economic consequence — so it clears the desk screen and reads as banking, not generic finance. It frames; it does not write the paper.

Contribution Framing (jfi-contribution-framing)

When to trigger

  • Drafting the abstract and the contribution paragraph of the introduction
  • A reader cannot tell, in one sentence, why intermediaries are central to your result

The JFI framing bar

Because JFI runs an active desk-rejection screen, the contribution must be legible in the abstract and first pages. Frame it as a statement about intermediation, not finance in general. A strong frame names four things:

  1. Institution / intermediary — banks, lenders, dealers, insurers, the specific actor.
  2. Friction — the economic problem the intermediary faces or resolves (information asymmetry, monitoring, liquidity transformation, capital constraints, agency).
  3. Mechanism — how that friction produces the result; the causal or theoretical channel.
  4. Consequence — why it matters for credit, stability, welfare, or policy.

"Banks do X" is weak; "Because of friction F, intermediary type I responds via mechanism M, with consequence C for credit/stability" is a JFI contribution.

Empirical vs. theory framing

  • Empirical: lead with the identified fact and the mechanism it reveals, then the broader lesson for intermediation — not a coefficient in search of a story.
  • Theory: lead with the friction and the new prediction the model generates; state the testable implication so the contribution is not purely formal.

Worked vignette: framing a capital-shock transmission paper

A hypothetical submission (all numbers illustrative): using a supervisory credit register, the authors find that banks hit by a 1-percentage-point capital shortfall after a stress-test redesign cut credit to the same firm by 3.4% more than unaffected banks (firm×time fixed effects), with the cut twice as large for relationship borrowers lacking alternative lenders.

  • Weak frame: "We study the effect of stress tests on bank lending." No friction named; could run in any banking outlet.
  • Better, still short: "Capital regulation reduces credit supply." Mechanism missing — why capital, and why these borrowers?
  • JFI-ready: "Because raising equity is costly (friction), constrained banks deleverage where their information monopoly is strongest (mechanism — relationship borrowers cannot switch), so capital regulation taxes precisely the borrowers intermediation theory says banks exist to serve (consequence)."
  • The last frame clears the screen because it connects an identified estimate to a Bhattacharya–Thakor-style account of what intermediaries do — that dialogue with intermediation theory is the JFI bar.
Show full SKILL.md (257 more words)Show less

Frame-strength ladder for the desk screen

RungThe abstract reads asLikely JFI desk outcome
1A correlation about banksHigh desk-reject risk
2An identified effect, mechanism unnamedVulnerable: "fine design — what is the intermediation lesson?"
3Effect + named friction + channelSurvives triage; referees then test the channel
4Rung 3 plus theory dialogue (which intermediation model is disciplined or rejected)Strongest JFI frame

Aim for rung 3 at minimum; reach rung 4 whenever the literature offers competing intermediation models your estimate can separate.

Referee pushback on the frame, and the JFI fix

  • "This could be a demand-side story" → re-anchor the claim to the supply channel your within-firm design isolates, and say so in the abstract, not only in Section 5.
  • "Banks are incidental here" → make the intermediary's balance sheet or information role load-bearing, or concede the paper belongs at a general-finance outlet.
  • "The welfare claim outruns the design" → downgrade the consequence from "welfare" to the credit, stability, or real-outcome margin the design actually measures.

As a calibration (reading-based, not a rule): accepted JFI introductions usually state the friction and mechanism within the first two paragraphs and the headline magnitude by paragraph three; the contribution paragraph names what the result teaches intermediation theory, not just what the regression found.

Anti-patterns

  • A contribution that would fit any finance journal (no intermediary mechanism)
  • Burying the mechanism past page 3, where the desk screen never reaches it
  • Over-claiming policy or welfare beyond what the design or model supports
  • Listing results without saying what they teach about intermediation

Output format

【Institution】<the intermediary>
【Friction → Mechanism】<problem → channel>
【Consequence】<why it matters>
【One-sentence contribution】<the abstract-ready claim>
【Next skill】jfi-tables-figures

© 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-contribution-framing of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jfi Contribution Framing 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.

Jfi Contribution Framing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jfi Contribution Framing this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.3kAutomated safety check: PassMIT
Financial Analystalirezarezvani/claude-skills28k1 repos~1.8kAutomated safety check: PassMIT
Contributemindfold-ai/Trellis15k—~2.7kAutomated safety check: PassAGPL-3.0
Contributesuperset-sh/superset15k—~624Automated safety check: PassCustom licence
Startup Financial Modelingwshobson/agents40k—~1.9kAutomated safety check: PassMIT
Contributingkortix-ai/suna20k—~3kAutomated safety check: WarnCustom licence

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Questions about Jfi Contribution Framing

What does Jfi Contribution Framing do?

A skill your agent uses when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism…. Jfi Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution, the friction, the mechanism, and the economic consequence — so it clears the desk screen and reads as banking, not generic finance.

When should I use Jfi Contribution Framing?

Jfi Contribution Framing fits situations like: framing the contribution of a Journal of Financial Intermediation (JFI) paper around what it teaches about intermediation — the institution; the economic consequence — so it clears the desk screen and reads as banking; not generic finance.

How do I install Jfi Contribution Framing in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-contribution-framing -a claude-code`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfi-contribution-framing in your project. Claude Code loads it when a task matches its description.

How do I install Jfi Contribution Framing in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-contribution-framing -a codex`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfi-contribution-framing in your project. Codex loads it when a task matches its description.

Can I use Jfi Contribution Framing 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-contribution-framing -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-contribution-framing, .gemini/skills/jfi-contribution-framing, .github/skills/jfi-contribution-framing and .opencode/skills/jfi-contribution-framing in your project.

What does Jfi Contribution Framing need to run?

SKILL.md names no scripts, command-line tools or credentials: Jfi Contribution Framing is instructions for the agent only.

Does Jfi Contribution Framing 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 Contribution Framing 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 Contribution Framing use?

Jfi Contribution Framing 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 Contribution Framing use?

About 1.3k 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 Jfi Contribution Framing?

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Who maintains Jfi Contribution Framing?

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.