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 turning results or a built artifact into an explicit contribution for a MIS Quarterly manuscript — stating what new IS knowledge the paper produces (behavioral…
Install Misq Contribution Framing
$ npx skills add franklee16/academic-research-skills --skill misq-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .claude/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .claude/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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/MIS-Quarterly-Skills/skills/misq-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 misq-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .agents/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .agents/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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 misq-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .cursor/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .cursor/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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/MIS-Quarterly-Skills/skills/misq-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 misq-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .gemini/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .gemini/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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 misq-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 misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .github/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .github/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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 misq-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 misq-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/MIS-Quarterly-Skills/skills/misq-contribution-framing .opencode/skills/misq-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 "misq-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing into .opencode/skills/misq-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "misq-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
misq-contribution-framing- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~984 tokens
- SKILL.md length
- 425 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 or a built artifact into an explicit contribution for a MIS Quarterly manuscript — stating what new IS knowledge the paper produces (behavioral…
- Turning results
- SKILL.md covers When to trigger, State the contribution in the…, Speak to IS theory and practice and Justify the length, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Design principles
What it does
Misq Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when turning results or a built artifact into an explicit contribution for a MIS Quarterly manuscript — stating what new IS knowledge the paper produces (behavioral mechanism, design principles, economic effect, or organizational insight), why it matters for both IS theory and practice, and why it justifies its page budget. Frames the contribution; it does not run the analysis (misq-data-analysis).
Its SKILL.md is about 980 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
- Turning results
- Design principles
- Economic effect
- Organizational insight)
Example prompts
- “/misq-contribution-framing”
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
Misq Contribution Framing loads about 984 tokens when it runs. Until then it costs about 108 tokens; SKILL.md has 425 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 425 words (~984 tokens).
“MISQ judges contribution within whichever IS tradition the paper occupies. Name what kind of knowledge you produced.”
- name
- misq-contribution-framing
Files
Just SKILL.md in Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-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
Misq 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 |
|---|---|---|---|---|---|---|
| Misq Contribution Framing this skillfranklee16/academic-research-skills | 223 | 1 repos | ~984 | 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 | 212 | 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 Misq Contribution Framing
What does Misq Contribution Framing do?
A skill your agent uses when turning results or a built artifact into an explicit contribution for a MIS Quarterly manuscript — stating what new IS knowledge the paper produces (behavioral…. Misq Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when turning results or a built artifact into an explicit contribution for a MIS Quarterly manuscript — stating what new IS knowledge the paper produces (behavioral mechanism, design principles, economic effect, or organizational insight), why it matters for both IS theory and practice, and why it justifies its page budget.
When should I use Misq Contribution Framing?
Misq Contribution Framing fits situations like: turning results; design principles; economic effect; organizational insight).
How do I install Misq Contribution Framing in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill misq-contribution-framing -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing in franklee16/academic-research-skills) into .claude/skills/misq-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Misq Contribution Framing in Codex?
Run `npx skills add franklee16/academic-research-skills --skill misq-contribution-framing -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/MIS-Quarterly-Skills/skills/misq-contribution-framing in franklee16/academic-research-skills) into .agents/skills/misq-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Misq 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 misq-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/misq-contribution-framing, .gemini/skills/misq-contribution-framing, .github/skills/misq-contribution-framing and .opencode/skills/misq-contribution-framing in your project.
What does Misq Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Misq Contribution Framing is instructions for the agent only.
Does Misq 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 Misq 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 Misq Contribution Framing use?
No licence was found for Misq Contribution Framing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Misq Contribution Framing use?
About 984 tokens (SKILL.md is roughly 3.9k 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 Misq Contribution Framing?
Skills that share tags, products or a category with Misq Contribution Framing: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Exploratory Data Analysis (Oleafly/Oleafly, 212 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 Misq 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.