Meridian MMM Model Building
google/meridian
Takes a user through building a Meridian marketing mix model, from loading CSV data and mapping columns to running EDA, fitting and saving the model.
A skill your agent uses when turning results into an explicit contribution to international-business theory for a Journal of International Business Studies (JIBS) manuscript — stating what the field…
Install Jibs Contribution Framing
$ npx skills add franklee16/academic-research-skills --skill jibs-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jibs-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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .claude/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .claude/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-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 franklee16/academic-research-skills --skill jibs-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jibs-contribution-framing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .agents/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .agents/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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 franklee16/academic-research-skills --skill jibs-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jibs-contribution-framing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .cursor/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .cursor/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-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 franklee16/academic-research-skills --skill jibs-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jibs-contribution-framing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .gemini/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .gemini/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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 franklee16/academic-research-skills jibs-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 franklee16/academic-research-skills --skill jibs-contribution-framing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .github/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .github/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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 franklee16/academic-research-skills --skill jibs-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 franklee16/academic-research-skills jibs-contribution-framing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing .opencode/skills/jibs-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 "jibs-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing into .opencode/skills/jibs-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-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
jibs-contribution-framing- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~946 tokens
- SKILL.md length
- 379 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when turning results into an explicit contribution to international-business theory for a Journal of International Business Studies (JIBS) manuscript — stating what the field…
- Works in 4 steps: Name the IB theory you move.… → State the cross-level/cross-country… → Show non-incrementality. Contrast your… → …
- Why it is non-incremental
- SKILL.md covers When to trigger, The JIBS contribution bar, Build the contribution claim and Triple implications: theory,…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jibs Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when turning results into an explicit contribution to international-business theory for a Journal of International Business Studies (JIBS) manuscript — stating what the field learns about cross-border activity, why it is non-incremental, and its implications for IB theory, practice, and (per JIBS's mission) societal impact. Frames the claim; it does not run analysis (jibs-data-analysis) or position the literature (jibs-literature-positioning).
Its SKILL.md is about 950 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: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.
When your agent uses it
- Why it is non-incremental
- Its implications for IB theory
- (per JIBSs mission) societal impact
Example prompts
- “/jibs-contribution-framing”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Name the IB theory you move. Internalization/OLI, Uppsala/process, institutional distance/voids, springboard/LLL, cross-cultural value…
- State the cross-level/cross-country insight. Make the country/culture-as-level payoff explicit: what does the field now understand about…
- Show non-incrementality. Contrast your claim with the prevailing IB expectation and say what is surprising or boundary-shifting…
- Generalize responsibly. Given your country set, state the scope of generalization — which contexts the claim travels to and which it does…
What it can do on your machine
Read from SKILL.md and the folder at commit 9a4b2db. 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
Jibs Contribution Framing loads about 946 tokens when it runs. Until then it costs about 119 tokens; SKILL.md has 379 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 379 words (~946 tokens).
“JIBS expects every manuscript to (a) address a real-world international-business phenomenon and (b) state explicitly what it contributes to IB theory. Incremental extensions are discouraged. A finding that merely replicates a known management relationship in a new country does not…”
- name
- jibs-contribution-framing
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing of franklee16/academic-research-skills.
Open the folder on GitHubat commit 9a4b2db
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Jibs 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 |
|---|---|---|---|---|---|---|
| Jibs Contribution Framing this skillfranklee16/academic-research-skills | 223 | 1 repos | ~946 | Automated safety check: Pass | None | |
| Meridian MMM Model Buildinggoogle/meridian | 1.6k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| 13 Data Analysis Globalminhnv0807/ai-business-skills | 609 | — | ~4k | Automated safety check: Pass | MIT | |
| Twitter Searchsundial-org/awesome-openclaw-skills | 663 | — | ~2.3k | Automated safety check: Pass | None | |
| Jcp Contribution Framingbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Jcp Tables Figuresbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Jibs Contribution Framing
What does Jibs Contribution Framing do?
A skill your agent uses when turning results into an explicit contribution to international-business theory for a Journal of International Business Studies (JIBS) manuscript — stating what the field…. Jibs Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when turning results into an explicit contribution to international-business theory for a Journal of International Business Studies (JIBS) manuscript — stating what the field learns about cross-border activity, why it is non-incremental, and its implications for IB theory, practice, and (per JIBS's mission) societal impact.
When should I use Jibs Contribution Framing?
Jibs Contribution Framing fits situations like: why it is non-incremental; its implications for IB theory; (per JIBSs mission) societal impact.
How do I install Jibs Contribution Framing in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jibs-contribution-framing -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing in franklee16/academic-research-skills) into .claude/skills/jibs-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Jibs Contribution Framing in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jibs-contribution-framing -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-contribution-framing in franklee16/academic-research-skills) into .agents/skills/jibs-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Jibs 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 franklee16/academic-research-skills --skill jibs-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/jibs-contribution-framing, .gemini/skills/jibs-contribution-framing, .github/skills/jibs-contribution-framing and .opencode/skills/jibs-contribution-framing in your project.
What does Jibs Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Jibs Contribution Framing is instructions for the agent only.
Does Jibs 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 Jibs 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 Jibs Contribution Framing use?
No licence was found for Jibs Contribution Framing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jibs Contribution Framing use?
About 946 tokens (SKILL.md is roughly 3.8k 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 Jibs Contribution Framing?
Skills that share tags, products or a category with Jibs Contribution Framing: Meridian MMM Model Building (google/meridian, 1.6k stars), 13 Data Analysis Global (minhnv0807/ai-business-skills, 609 stars), Twitter Search (sundial-org/awesome-openclaw-skills, 663 stars) and Jcp Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jibs Contribution Framing?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.
Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.