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A skill your agent uses when sharpening the core methodological contribution of a Journal of Business & Economic Statistics (JBES) paper into one legible claim that pairs novelty with empirical…
Install Jbes Contribution Framing
$ npx skills add franklee16/academic-research-skills --skill jbes-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .claude/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .claude/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-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 jbes-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .agents/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .agents/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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 jbes-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .cursor/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .cursor/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-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 jbes-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .gemini/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .gemini/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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 jbes-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 jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .github/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .github/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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 jbes-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 jbes-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-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing .opencode/skills/jbes-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 "jbes-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing into .opencode/skills/jbes-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbes-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
jbes-contribution-framing- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~913 tokens
- SKILL.md length
- 413 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when sharpening the core methodological contribution of a Journal of Business & Economic Statistics (JBES) paper into one legible claim that pairs novelty with empirical…
- Works in 5 steps: Write the one-sentence claim. Template:… → Name the deliverables. Most JBES papers… → Right-size the claim. Match the breadth… → …
- Tasks that involve Statistics
- SKILL.md covers When to trigger, The JBES contribution shape:…, Framing protocol and Checklist, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jbes Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when sharpening the core methodological contribution of a Journal of Business & Economic Statistics (JBES) paper into one legible claim that pairs novelty with empirical relevance. Frames the contribution; it does not develop the theory or run the analysis.
Its SKILL.md is about 910 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 Statistics. 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
- Tasks that involve Statistics
Example prompts
- “/jbes-contribution-framing”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Write the one-sentence claim. Template: "We propose [method], which [methodological advance — relaxes/extends/accelerates], enabling…
- Name the deliverables. Most JBES papers offer a bundle: a method, its theoretical guarantees (consistency / asymptotic distribution /…
- Right-size the claim. Match the breadth of the claim to the proof and the simulations. "Generally valid" requires general conditions; if…
- Tie novelty to relevance in the same breath. Avoid a method section that never connects to the application and an application that never…
- Front-load it. The contribution belongs in the abstract and the first page, stated plainly, before the machinery.
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
Jbes Contribution Framing loads about 913 tokens when it runs. Until then it costs about 72 tokens; SKILL.md has 413 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 413 words (~913 tokens).
“A JBES contribution is not "we found an empirical result" and not "we proved a theorem." It is a method-level claim with an empirical consequence: we develop/improve method M so that practitioners can now do D in setting S, which…”
- name
- jbes-contribution-framing
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-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
Jbes 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 |
|---|---|---|---|---|---|---|
| Jbes Contribution Framing this skillfranklee16/academic-research-skills | 223 | 1 repos | ~913 | Automated safety check: Pass | None | |
| Sandbox Benchvercel/next.js | 143k | — | ~4.1k | Automated safety check: Pass | MIT | |
| Statistical Analysisspacering-net/codeg | 3.9k | 3 repos | ~5k | Automated safety check: Pass | MIT | |
| StatsmodelszLanqing/codex-claude-academic-skills | 4.7k | 15 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | |
| AI Daily DigestvigorX777/ai-daily-digest | 1.6k | — | ~1.3k | Automated safety check: Pass | None | |
| Statistical Powerspacering-net/codeg | 3.9k | 1 repos | ~3.6k | Automated safety check: Notes | MIT |
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Related
Categories
Questions about Jbes Contribution Framing
What does Jbes Contribution Framing do?
A skill your agent uses when sharpening the core methodological contribution of a Journal of Business & Economic Statistics (JBES) paper into one legible claim that pairs novelty with empirical…. Jbes Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when sharpening the core methodological contribution of a Journal of Business & Economic Statistics (JBES) paper into one legible claim that pairs novelty with empirical relevance.
When should I use Jbes Contribution Framing?
Jbes Contribution Framing fits situations like: tasks that involve Statistics.
How do I install Jbes Contribution Framing in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jbes-contribution-framing -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing in franklee16/academic-research-skills) into .claude/skills/jbes-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Jbes Contribution Framing in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jbes-contribution-framing -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Business-and-Economic-Statistics-Skills/skills/jbes-contribution-framing in franklee16/academic-research-skills) into .agents/skills/jbes-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Jbes 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 jbes-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/jbes-contribution-framing, .gemini/skills/jbes-contribution-framing, .github/skills/jbes-contribution-framing and .opencode/skills/jbes-contribution-framing in your project.
What does Jbes Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Jbes Contribution Framing is instructions for the agent only.
Does Jbes 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 Jbes 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 Jbes Contribution Framing use?
No licence was found for Jbes Contribution Framing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jbes Contribution Framing use?
About 913 tokens (SKILL.md is roughly 3.7k 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 Jbes Contribution Framing?
Skills that share tags, products or a category with Jbes Contribution Framing: Sandbox Bench (vercel/next.js, 143k stars), Statistical Analysis (spacering-net/codeg, 3.9k stars), Statsmodels (zLanqing/codex-claude-academic-skills, 4.7k stars) and AI Daily Digest (vigorX777/ai-daily-digest, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jbes 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.