Agent skill

Jais Contribution Framing

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

A skill your agent uses when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching…

MITAuto-check passedData & Analytics

Install Jais Contribution Framing

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jais-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-the-Association-for-Information-Systems-Skills/skills/jais-contribution-framing .claude/skills/jais-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
jais-contribution-framing
GitHub stars
1.2k
Token cost
~2.2k tokens
SKILL.md length
1,133 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching…

  • Matching the contribution claim to the chosen category
  • SKILL.md covers When to trigger, What "contribution" means at…, Match the contribution claim… and "Interesting" is a JAIS…, plus 8 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Making it legible to a pluralistic

What it does

Jais Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching the contribution claim to the chosen category, and making it legible to a pluralistic, theory-forward reviewer pool. Frames and tests the contribution; it does not build the theory (jais-theory-development) or run the analysis (jais-data-analysis).

Its SKILL.md is about 2.2k 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 Data & Analytics, covering Data analysis. 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

  • Matching the contribution claim to the chosen category
  • Making it legible to a pluralistic
  • Theory-forward reviewer pool

Example prompts

  • “/jais-contribution-framing”

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

Jais Contribution Framing loads about 2.2k tokens when it runs. Until then it costs about 113 tokens; SKILL.md has 1,133 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~113
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k

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). 1,133 words, ~2,169 tokens.

Download SKILL.mdSave it as .claude/skills/jais-contribution-framing/SKILL.md (or your agent's skills folder).
name
jais-contribution-framing
description
Use when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching the contribution claim to the chosen category, and making it legible to a pluralistic, theory-forward reviewer pool. Frames and tests the contribution; it does not build the theory (jais-theory-development) or run the analysis (jais-data-analysis).

Contribution Framing (jais-contribution-framing)

When to trigger

  • Results exist but the "so what for IS theory" is thin, implicit, or generic
  • A Senior Editor or reviewer says "the contribution is unclear" or "this is incremental"
  • The contribution you claim does not match the category you submitted to
  • You can describe what you did but not what the field now knows that it did not
  • You are unsure whether the contribution is theoretical, methodological, or empirical — and JAIS prizes the first two explicitly

What "contribution" means at JAIS

JAIS exists to publish "innovative, interesting and rigorously developed conceptual and empirical contributions" and to "encourage theory based multi- or inter-disciplinary research." Two things follow. First, theory and method are contributions in their own right here — more than at most siblings, a paper whose payoff is a new theory, framework, or methodological advance is welcome on its own terms. Second, "interesting" is doing real work in that sentence: JAIS rewards a contribution that is generative and a little surprising, not a confirmatory increment to a settled question. State the contribution as what the field now knows or can do that it could not before.

Match the contribution claim to the category

The category you chose sets the kind of contribution reviewers expect. A mismatch reads as confused framing.

CategoryThe contribution claim should be…
Theorya new construct, a novel framework, or a generative integration — the theory is the payoff
Research Articlea theory-grounded empirical/design result; not primarily "we built a new construct" (that belongs in Theory)
Literature Reviewnew research directions, or theory developed/elaborated through synthesis
Research Perspectivesa reframing that changes how the field sees an assumption or practice
Foundational Researchthe first disciplined account of a novel digital phenomenon, with new or pre-theoretical insight
Policy and Impacta credible translation from IS research to policy

"Interesting" is a JAIS criterion, not a flourish

The about-page phrase "innovative, interesting and rigorously developed" is doing evaluative work. JAIS rewards contributions that challenge an assumption the field holds, surface a counterintuitive mechanism, or reframe a settled debate — not contributions that merely confirm an expected effect with cleaner data. When you frame the contribution, test it against this bar: which prior belief does this unsettle? A paper that answers "none, but our estimate is more precise" is rigorous but not interesting, and at JAIS that is a reason for rejection, not a minor revision. Pair the surprise with the rigor; one without the other does not clear the bar.

Frame it in one auditable sentence

Write: "Before this paper, IS scholars [believed / could not / lacked X]; this paper shows [Y], which changes [Z]." Then check that every section earns its place against that sentence. The abstract and introduction should let a reviewer from a different tradition grasp the contribution without your sub-field's shorthand — pluralism means your reader may not share your priors.

A useful stress test: hand the one-sentence contribution to a colleague in another IS tradition and ask them to restate what is new. If they can only restate what you did (the method, the data), the contribution is still framed as activity; if they can restate what the field now knows, it is framed as a contribution. JAIS's pluralistic reviewer pool effectively runs this test for you — better to pass it before submission than to learn the answer in the decision letter.

Name the type of theoretical contribution

Reviewers respond better when you say what kind of theoretical move you are making, because it tells them which yardstick to apply. The common JAIS-relevant types: introducing a new construct; building a new framework or model relating constructs; offering a novel integration that reconciles two theories; identifying a boundary condition that bounds an accepted claim; surfacing a new mechanism behind a known relationship; or, in the Foundational category, a pre-theoretical insight about a phenomenon too new to model. State the type in the introduction so the contribution is not left for the reviewer to reverse-engineer.

Show full SKILL.md (473 more words)Show less

Separate the theoretical from the empirical and managerial

JAIS reviewers will not accept a strong finding as a substitute for a theoretical contribution. State the theoretical advance first, then the empirical evidence that supports it, then (briefly) implications for practice. A paper with rich data but no theoretical payoff is a desk-reject; a paper with a sharp theory and honest, scoped evidence can succeed.

Checklist

  • The contribution is stated as a change in what the field knows or can do, in one sentence
  • The contribution kind (theoretical / methodological / empirical) is explicit
  • The claim matches the chosen JAIS category's expectation
  • A reviewer from a different IS tradition could grasp it without insider shorthand
  • The contribution is "interesting/generative," not a confirmatory increment
  • The theoretical advance is not silently replaced by a strong empirical finding
  • Boundary conditions keep the claim from over-reaching the evidence

Referee pushback mapped to the framing fix

  • "The contribution is incremental." → Re-state it as a change in what the field knows ("before this paper… ; this paper shows…"), and show the prior belief it overturns or the gap it closes — not a marginal effect-size update.
  • "This reads as a strong finding without a theoretical contribution." → Lead with the theoretical advance; demote the empirical result to evidence for it. JAIS will not accept data in place of theory.
  • "Why is this a Research Article and not a Theory paper?" → If the real novelty is a construct or framework, re-categorize; if it is the empirical test of an existing theory, say so and keep the construct claims modest.
  • "I can't tell what's new for my sub-field." → Add a sentence translating the contribution into terms a reviewer from another IS tradition would value.

Worked vignette (illustrative)

A paper reports that a platform's switch to algorithmic matching raised transaction completion by a measured amount. Framed as activity — "we analyzed 2.3M transactions before and after a matching-algorithm change" — it reads as a strong finding with no theory, a likely JAIS desk-reject. Reframed for JAIS: "Before this paper, IS theory treated platform matching as a search-cost reduction; this paper shows it also reshapes who trusts whom, introducing an algorithmic-trust channel that the search-cost account cannot explain — which changes how we theorize platform governance." The number now serves a theoretical advance, and the contribution is legible to behavioral, economic, and design-science reviewers alike. If the algorithmic-trust channel is the whole payoff, the paper may belong in the Theory category instead.

Anti-patterns

  • A contribution stated as activity ("we conducted a survey of…") rather than as new knowledge.
  • Claiming a theory contribution in a Research Article whose real novelty is a new construct (route to Theory).
  • An "incremental confirmation" framing in a journal that prizes interesting, generative work.
  • Letting managerial implications stand in for a theoretical contribution.
  • A contribution legible only to one sub-tradition while the reviewer pool spans five.

Output format

text
【Journal】Journal of the Association for Information Systems (JAIS)
【Contribution sentence】before this paper… ; this paper shows… ; which changes…
【Contribution kind】theoretical / methodological / empirical
【Category match】claim fits Theory / Research Article / Review / Perspectives / Foundational / Policy
【Cross-tradition legibility】graspable without insider shorthand: yes/fix
【Boundary conditions】claim scoped to evidence: yes/fix
【Next skill】jais-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-the-Association-for-Information-Systems-Skills/skills/jais-contribution-framing of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

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Questions about Jais Contribution Framing

What does Jais Contribution Framing do?

A skill your agent uses when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching…. Jais Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when sharpening the theoretical contribution of a Journal of the Association for Information Systems (JAIS) manuscript — stating what the paper adds to IS knowledge, matching the contribution claim to the chosen category, and making it legible to a pluralistic, theory-forward reviewer pool.

When should I use Jais Contribution Framing?

Jais Contribution Framing fits situations like: matching the contribution claim to the chosen category; making it legible to a pluralistic; theory-forward reviewer pool.

How do I install Jais Contribution Framing in Claude Code?

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

How do I install Jais Contribution Framing in Codex?

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

Can I use Jais 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 jais-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/jais-contribution-framing, .gemini/skills/jais-contribution-framing, .github/skills/jais-contribution-framing and .opencode/skills/jais-contribution-framing in your project.

What does Jais Contribution Framing need to run?

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

Does Jais 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 Jais 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 Jais Contribution Framing use?

Jais 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 Jais Contribution Framing use?

About 2.2k tokens (SKILL.md is roughly 8.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

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Who maintains Jais 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.