Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
A skill your agent uses when designing the empirical study for a Journal of International Business Studies (JIBS) manuscript — matching a cross-country and/or multilevel design to the question…
Install Jibs Methods
$ npx skills add franklee16/academic-research-skills --skill jibs-methods -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jibs-methods --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-methods .claude/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .claude/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methodsType 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-methods -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jibs-methods --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-methods .agents/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .agents/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methods -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jibs-methods --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-methods .cursor/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .cursor/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methods--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-methods -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jibs-methods --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-methods .gemini/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .gemini/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methodsInstalls 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-methods -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-methods .github/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .github/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methods -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-methods --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-methods .opencode/skills/jibs-methods && 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-methods" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods into .opencode/skills/jibs-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jibs-methods", 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-methods- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.1k tokens
- SKILL.md length
- 418 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when designing the empirical study for a Journal of International Business Studies (JIBS) manuscript — matching a cross-country and/or multilevel design to the question…
- Works in 3 steps: Cross-national measurement equivalence.… → Common-method variance (CMV). JIBS… → Endogeneity / "dynamic endogeneity." For…
- Planning for measurement equivalence
- SKILL.md covers When to trigger, JIBS is method-pluralistic;…, Match the design to the claim and Build in JIBS's three rigor…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jibs Methods is an agent skill from franklee16/academic-research-skills. Use when designing the empirical study for a Journal of International Business Studies (JIBS) manuscript — matching a cross-country and/or multilevel design to the question, planning for measurement equivalence, common-method variance, and endogeneity before data collection. Designs the study; it does not run the estimation (jibs-data-analysis) or build the mechanism (jibs-theory-development).
Its SKILL.md is about 1.1k 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 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
- Planning for measurement equivalence
- Common-method variance
- Endogeneity before data collection
Example prompts
- “/jibs-methods”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Cross-national measurement equivalence. Because constructs are studied across countries and cultures, plan multi-group measurement from…
- Common-method variance (CMV). JIBS actively gatekeeps CMV: survey/same-respondent designs that appear to suffer from CMV are routinely…
- Endogeneity / "dynamic endogeneity." For internationalization-as-process designs, JIBS names dynamic endogeneity as a recurring demand…
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 Methods loads about 1.1k tokens when it runs. Until then it costs about 102 tokens; SKILL.md has 418 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 418 words (~1,136 tokens).
“JIBS is paradigmatically and methodologically pluralistic by policy — quantitative, qualitative, mixed, and pure-theory work are all in scope. There is no single mandated method. But its practical center of gravity is theory-driven, hypothesis-testing empirical work on cross-country or multilevel…”
- name
- jibs-methods
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods 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 Methods 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 Methods this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Excel and CSV Data Analysisbytedance/deer-flow | 84k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Exploratory Data AnalysisOleafly/Oleafly | 209 | 2 repos | ~3.4k | Automated safety check: Notes | MIT | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Python Executorcortega26/chile-hub | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Jibs Methods
What does Jibs Methods do?
A skill your agent uses when designing the empirical study for a Journal of International Business Studies (JIBS) manuscript — matching a cross-country and/or multilevel design to the question…. Jibs Methods is an agent skill from franklee16/academic-research-skills. Use when designing the empirical study for a Journal of International Business Studies (JIBS) manuscript — matching a cross-country and/or multilevel design to the question, planning for measurement equivalence, common-method variance, and endogeneity before data collection.
When should I use Jibs Methods?
Jibs Methods fits situations like: planning for measurement equivalence; common-method variance; endogeneity before data collection.
How do I install Jibs Methods in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jibs-methods -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods in franklee16/academic-research-skills) into .claude/skills/jibs-methods in your project. Claude Code loads it when a task matches its description.
How do I install Jibs Methods in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jibs-methods -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-International-Business-Studies-Skills/skills/jibs-methods in franklee16/academic-research-skills) into .agents/skills/jibs-methods in your project. Codex loads it when a task matches its description.
Can I use Jibs Methods 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-methods -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-methods, .gemini/skills/jibs-methods, .github/skills/jibs-methods and .opencode/skills/jibs-methods in your project.
What does Jibs Methods need to run?
SKILL.md names no scripts, command-line tools or credentials: Jibs Methods is instructions for the agent only.
Does Jibs Methods 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 Methods 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 Methods use?
No licence was found for Jibs Methods or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jibs Methods use?
About 1.1k tokens (SKILL.md is roughly 4.5k 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 Jibs Methods?
Skills that share tags, products or a category with Jibs Methods: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Exploratory Data Analysis (Oleafly/Oleafly, 209 stars) and Pandas Pro (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jibs Methods?
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.