Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
Agent skill
Jmis Contribution Framing
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation…
Install Jmis Contribution Framing
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmis-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmis-contribution-framing --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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .claude/skills/jmis-contribution-framing && 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 "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .claude/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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-Management-Information-Systems-Skills/skills/jmis-contribution-framingType 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 jmis-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmis-contribution-framing --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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .agents/skills/jmis-contribution-framing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .agents/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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 jmis-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmis-contribution-framing --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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .cursor/skills/jmis-contribution-framing && 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 "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .cursor/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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-Management-Information-Systems-Skills/skills/jmis-contribution-framing--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 jmis-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmis-contribution-framing --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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .gemini/skills/jmis-contribution-framing && 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 "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .gemini/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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 jmis-contribution-framingInstalls 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 jmis-contribution-framing -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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .github/skills/jmis-contribution-framing && 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 "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .github/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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 jmis-contribution-framing -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 jmis-contribution-framing --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-Management-Information-Systems-Skills/skills/jmis-contribution-framing .opencode/skills/jmis-contribution-framing && 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 "jmis-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing into .opencode/skills/jmis-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmis-contribution-framing", 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
jmis-contribution-framing- GitHub stars
- 1.2k
- Token cost
- ~2.1k tokens
- SKILL.md length
- 1,076 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation…
- Marketing & SEO work in your project
- SKILL.md covers When to trigger, What counts as a JMIS…, Write the contribution as a… and Align the introduction and…, plus 9 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jmis Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation with theoretical and managerial implications. Frames the contribution and aligns intro/discussion; it does not position the literature (jmis-literature-positioning) or run the submission preflight (jmis-submission).
Its SKILL.md is about 2.1k 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 Marketing & SEO. 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
- Marketing & SEO work in your project
Example prompts
- “/jmis-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
Jmis Contribution Framing loads about 2.1k tokens when it runs. Until then it costs about 105 tokens; SKILL.md has 1,076 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). 1,076 words, ~2,126 tokens.
Download SKILL.mdSave it as
.claude/skills/jmis-contribution-framing/SKILL.md (or your agent's skills folder).- name
- jmis-contribution-framing
- description
- Use when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation with theoretical and managerial implications. Frames the contribution and aligns intro/discussion; it does not position the literature (jmis-literature-positioning) or run the submission preflight (jmis-submission).
Contribution Framing (jmis-contribution-framing)
When to trigger
- Results exist but the "so what for IS management" is thin or implicit
- A reviewer or the EIC says the contribution is incremental or reads as a reference-discipline result
- The paper is a competent study with no clear advance to a JMIS conversation
- The introduction's "we show that…" sentences and the discussion's implications do not match
What counts as a JMIS contribution
JMIS rewards a contribution to the technology–organization–economics nexus: a finding that changes what the IS field believes and what a manager, firm, platform, or policymaker should do about technology. Strong JMIS contributions:
- Advance a named IS conversation (IT value, platforms, e-commerce, IS economics, security/privacy, analytics) — not only a reference discipline.
- Make the IT artifact essential to the advance: delete the technology and the contribution collapses.
- Carry a managerial/economic payload. Beyond theory, say what changes for practice — pricing, governance, investment, design, policy. JMIS's identity makes the practical implication first-class, not an afterthought.
- Match the genre's currency. An empirical paper contributes a credibly identified effect and mechanism; an analytical paper contributes a new insight/comparative static; a design-science paper contributes a useful, evaluated artifact and generalizable design knowledge.
Write the contribution as a claim narrower than your evidence
Translate results into three sentences: what we did not know → what we now know → why it matters for IS theory and practice. Then deliberately make the claim narrower than the evidence supports — overclaiming beyond the identification/proof/evaluation is the fastest route to reviewer distrust. Name the alternative explanation you ruled out and the boundary where the effect stops.
Align the introduction and discussion
The contribution must appear explicitly, and consistently, in two places: the introduction ("we show that…", stated for an IS reader) and the discussion, which revisits it with implications for IS theory, for managers/firms/platforms, and — where apt — for policy, plus honest boundary conditions and future work. Do not leave the contribution for the reader to reconstruct from the results section.
Decision ledger to hand to the next pass
Return rows of claim / evidence / blocker / next edit so the manuscript can be patched directly. If the contribution depends on a fact that is volatile (a process rule, a fee), reopen resources/official-source-map.md and name the one unresolved item.
Worked vignette: narrowing the claim to fit the evidence (illustrative)
A results section supports: "the recommender redesign reduced marginal-seller retention on this marketplace over 2023–24." The discussion, though, claims "personalized ranking harms platform ecosystems." That overclaim invites a reviewer to list every boundary the paper did not test (other platforms, other periods, buyer-side gains). The JMIS-grade contribution states the narrower true claim, names what it does not establish (welfare, generalization across platform types), and converts the boundary into a managerial nuance: aggressive personalization trades short-run match quality against long-run seller supply, so the optimal intensity depends on how supply-constrained the platform is. Narrower claim, stronger paper, clearer practice implication.
Referee pushback mapped to a framing fix
- "Contribution is unclear / incremental." → Lead with the three-sentence didn't-know → now-know → why-it-matters and name the exact IS belief you move.
- "This is an economics finding, not an IS one." → Make the IT artifact essential and the implication actionable for an IS decision-maker.
- "You overclaim." → State the narrower claim, name ruled-out alternatives and boundaries, and align the intro and discussion to it.
Checklist
- A three-sentence contribution (didn't know → now know → why it matters) is drafted
- The advance is to a named IS conversation, not only a reference discipline
- The IT artifact is essential to the contribution
- A concrete managerial/economic implication is stated (not generic "implications for practice")
- The claim is narrower than the evidence; ruled-out alternatives and boundaries are named
- Intro "we show that…" and discussion implications state the same contribution
- The contribution verb matches the genre (identify / insight / evaluated artifact)
- Both a theoretical and a managerial/economic payload are named and reinforce each other
Show full SKILL.md (438 more words)Show less
Make the dual contribution explicit
JMIS prizes work that contributes to both IS theory and IS practice, and the journal's management identity means the practical side is not optional. State the theoretical contribution (what the IS field now believes) and the managerial/economic contribution (what a firm, platform, CIO, or policymaker should do) as two distinct, named payloads — not one blurred "implications" paragraph. The two should reinforce each other: the mechanism you theorized is why the managerial advice holds, and the managerial advice is the stakes that make the mechanism worth knowing. A paper that nails the theory but offers only generic practice advice, or vice versa, reads as half a JMIS contribution.
Anti-patterns
- A reference-discipline contribution (pure econ/marketing/CS finding) with no IS advance
- "Implications for practice" as a throwaway paragraph with nothing actionable
- An implicit contribution the reader must infer from tables
- Overclaiming a causal or general effect the design cannot support
- A contribution sentence in the intro that the discussion silently contradicts
- Claiming a contribution whose verb mismatches the genre (e.g., "we propose a construct" for an empirical paper)
- A theory contribution with only generic practice advice, or strong practice with no theory — half a JMIS contribution
- A contribution that depends on a volatile process fact left unverified against the source map
Calibrate the contribution to the genre's currency
The same result earns credit differently depending on the paper's genre, and overclaiming the wrong kind of contribution invites pushback. An empirical paper's currency is a credibly identified effect plus the mechanism behind it — its contribution sentence should foreground "we identify" and "the mechanism is," not "we propose a new construct." An analytical paper's currency is a non-obvious insight or comparative static — claim the surprising result, not the existence of a model. A design-science / data-science paper's currency is an evaluated, useful artifact and the generalizable design knowledge it embodies — claim utility against credible baselines and the transferable principle, not raw accuracy. Match the verb to the genre and the contribution lands; mismatch it and a referee will say the paper "claims more than its genre delivers."
Test the contribution against the EIC's fit gate
Before handing off to exhibits and prose, read the contribution as the EIC will at intake: is this an advance to an IS-management/economics conversation, or a reference-discipline result with an IS setting? If a sharp colleague could say "this is really an economics/CS/marketing paper," the framing has not yet earned its place at JMIS. Strengthen the IS-artifact dependence and the managerial payload until the contribution is unambiguously an IS contribution — that is the single most common reason a competent paper is returned.
Output format
【Contribution (3 sentences)】didn't know → now know → why it matters
【IS conversation advanced】[stream]
【IT-artifact dependence】why the technology is essential
【Managerial/economic payload】concrete action that changes
【Claim vs. evidence】narrower? alternative ruled out? boundary stated?
【Decision ledger】claim / evidence / blocker / next edit rows
【Next step】jmis-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-Management-Information-Systems-Skills/skills/jmis-contribution-framing of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jmis 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jmis Contribution Framing this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Geo Fundamentalswasp-lang/wasp | 19k | 9 repos | ~861 | Automated safety check: Pass | MIT | |
| Ab Testingcoreyhaines31/marketingskills | 54k | 3 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Hreflang and International SEOAgriciDaniel/claude-seo | 19k | 5 repos | ~3.4k | Automated safety check: Pass | MIT | |
| Referralscoreyhaines31/marketingskills | 54k | 2 repos | ~2.6k | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 |
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Questions about Jmis Contribution Framing
What does Jmis Contribution Framing do?
A skill your agent uses when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation…. Jmis Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when turning results into an explicit contribution for a Journal of Management Information Systems (JMIS) manuscript — an advance to an IS-management/economics conversation with theoretical and managerial implications.
When should I use Jmis Contribution Framing?
Jmis Contribution Framing fits situations like: marketing & SEO work in your project.
How do I install Jmis Contribution Framing in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmis-contribution-framing -a claude-code`. Or copy the skill folder (Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmis-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Jmis Contribution Framing in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmis-contribution-framing -a codex`. Or copy the skill folder (Journal-of-Management-Information-Systems-Skills/skills/jmis-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmis-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Jmis 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 jmis-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/jmis-contribution-framing, .gemini/skills/jmis-contribution-framing, .github/skills/jmis-contribution-framing and .opencode/skills/jmis-contribution-framing in your project.
What does Jmis Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Jmis Contribution Framing is instructions for the agent only.
Does Jmis 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 Jmis 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 Jmis Contribution Framing use?
Jmis 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 Jmis Contribution Framing use?
About 2.1k tokens (SKILL.md is roughly 8.5k 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 Jmis Contribution Framing?
Skills that share tags, products or a category with Jmis Contribution Framing: Geo Fundamentals (wasp-lang/wasp, 19k stars), Ab Testing (coreyhaines31/marketingskills, 54k stars), Hreflang and International SEO (AgriciDaniel/claude-seo, 19k stars) and Referrals (coreyhaines31/marketingskills, 54k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jmis 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.