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 executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert, double-anonymous review — honest uncertainty, robustness…
Install Joc Data Analysis
$ npx skills add franklee16/academic-research-skills --skill joc-data-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills joc-data-analysis --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-Communication-Skills/skills/joc-data-analysis .claude/skills/joc-data-analysis && 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 "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .claude/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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-Communication-Skills/skills/joc-data-analysisType 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 joc-data-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills joc-data-analysis --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-Communication-Skills/skills/joc-data-analysis .agents/skills/joc-data-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .agents/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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 joc-data-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills joc-data-analysis --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-Communication-Skills/skills/joc-data-analysis .cursor/skills/joc-data-analysis && 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 "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .cursor/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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-Communication-Skills/skills/joc-data-analysis--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 joc-data-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills joc-data-analysis --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-Communication-Skills/skills/joc-data-analysis .gemini/skills/joc-data-analysis && 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 "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .gemini/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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 joc-data-analysisInstalls 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 joc-data-analysis -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-Communication-Skills/skills/joc-data-analysis .github/skills/joc-data-analysis && 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 "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .github/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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 joc-data-analysis -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 joc-data-analysis --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-Communication-Skills/skills/joc-data-analysis .opencode/skills/joc-data-analysis && 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 "joc-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis into .opencode/skills/joc-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "joc-data-analysis", 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
joc-data-analysis- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~982 tokens
- SKILL.md length
- 360 words
- Files
- 1
- Skills in repo
- 1,616
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert, double-anonymous review — honest uncertainty, robustness…
- Works in 6 steps: Report uncertainty honestly.… → Robustness that probes, not decorates.… → Heterogeneity with discipline.… → …
- Executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert
- SKILL.md covers When to trigger, Analysis norms JoC expects, Computational / text-as-data… and Reproducibility while you work…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Joc Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert, double-anonymous review — honest uncertainty, robustness, reliability, and triangulation appropriate to quantitative, computational, or content-analytic work. Guides analysis norms; it does not fabricate results.
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
- Executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert
- Double-anonymous review — honest uncertainty
- Triangulation appropriate to quantitative
- Content-analytic work
Example prompts
- “/joc-data-analysis”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Report uncertainty honestly. Confidence/credible intervals and effect sizes, not just stars or
- Robustness that probes, not decorates. Show specifications that could break the result
- Heterogeneity with discipline. Pre-specify subgroups where possible; correct for multiple
- Mediation/moderation done right. For PROCESS/SEM-style models, justify the causal ordering;
- Measurement and reliability. Report scale reliability (e.g., alpha/omega) and, for content
- Preregistration discipline. Clearly separate registered from exploratory analyses;
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
Joc Data Analysis loads about 982 tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 360 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 360 words (~982 tokens).
“JoC reviewers are methodologically sophisticated, and the journal requires a Data Availability Statement so others can scrutinize how your numbers were produced (see joc-open-science-and-transparency). Analyze as if both are true — because they are. This skill covers execution and reporting…”
- name
- joc-data-analysis
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis 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
Joc Data Analysis 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 |
|---|---|---|---|---|---|---|
| Joc Data Analysis this skillfranklee16/academic-research-skills | 223 | 1 repos | ~982 | Automated safety check: Pass | None | |
| Exploratory Data Analysisspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Excel and CSV Data Analysisbytedance/deer-flow | 83k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Exploratory Data AnalysisOleafly/Oleafly | 206 | 3 repos | ~3.4k | Automated safety check: Notes | MIT | |
| Python Executorcortega26/chile-hub | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Agentic Kaggle WorkflowFrankS-IntelLab/agentic-kaggle-skill | 188 | — | ~4k | Automated safety check: Pass | MIT |
Similar skills
Excel and CSV Data Analysis
bytedance/deer-flow
Analyzes uploaded Excel and CSV files with SQL through DuckDB, producing schema inspections, statistical summaries and exports to CSV, JSON or Markdown.
Exploratory Data Analysis
Oleafly/Oleafly
Perform bounded, local exploratory analysis of explicitly supported scientific files.
Python Executor
cortega26/chile-hub
Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh).
Agentic Kaggle Workflow
FrankS-IntelLab/agentic-kaggle-skill
Takes a Kaggle competition from rules and validation design through baselines, ensembling and notebook architecture to a scored submission.
Yichen Wecom Local Vault
mcncarl/yichen-skills
Read, decrypt, query, search, and export local WeCom/企业微信 5.x desktop databases on macOS into a private read-only vault.
More from franklee16/academic-research-skills
All 1,616 skills in this repoEconometric Research Writing
franklee16/academic-research-skills
End-to-end econometric analysis and economics/management paper-writing workflow.
Paper Revision
franklee16/academic-research-skills
Comprehensive workflow for handling journal Revise and Resubmit (R&R) decisions.
Sci Ssci Polishing
franklee16/academic-research-skills
A skill your agent uses when researchers need Chinese academic prose translated into publication-oriented English or English manuscript paragraphs and complete sections polished for SCI, SSCI, or…
Research Defense Radar
franklee16/academic-research-skills
Assess and monitor an ongoing research project's competitor landscape, novelty risk, and method/data opportunities from a proposal, paper, research question, data or method notes, or a suspected…
Academic Grant
franklee16/academic-research-skills
Generate or fill in academic grant application forms (project statement, education plan, pathway to impact, references) using draft research material.
Chinese Reference Formatter Skill
franklee16/academic-research-skills
A skill your agent uses when a user needs通用中文参考文献、GB/T 7714-style bibliography entries, Chinese academic reference formatting, or BibTeX completion from Chinese or English literature titles…
Related
Categories
Questions about Joc Data Analysis
What does Joc Data Analysis do?
A skill your agent uses when executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert, double-anonymous review — honest uncertainty, robustness…. Joc Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert, double-anonymous review — honest uncertainty, robustness, reliability, and triangulation appropriate to quantitative, computational, or content-analytic work.
When should I use Joc Data Analysis?
Joc Data Analysis fits situations like: executing and reporting the analysis for a Journal of Communication (JoC) manuscript so it survives expert; double-anonymous review — honest uncertainty; triangulation appropriate to quantitative; content-analytic work.
How do I install Joc Data Analysis in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill joc-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis in franklee16/academic-research-skills) into .claude/skills/joc-data-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Joc Data Analysis in Codex?
Run `npx skills add franklee16/academic-research-skills --skill joc-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Communication-Skills/skills/joc-data-analysis in franklee16/academic-research-skills) into .agents/skills/joc-data-analysis in your project. Codex loads it when a task matches its description.
Can I use Joc Data Analysis 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 joc-data-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/joc-data-analysis, .gemini/skills/joc-data-analysis, .github/skills/joc-data-analysis and .opencode/skills/joc-data-analysis in your project.
What does Joc Data Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Joc Data Analysis is instructions for the agent only.
Does Joc Data Analysis 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 Joc Data Analysis 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 Joc Data Analysis use?
No licence was found for Joc Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Joc Data Analysis use?
About 982 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 Joc Data Analysis?
Skills that share tags, products or a category with Joc Data Analysis: Exploratory Data Analysis (spacering-net/codeg, 3.8k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 83k stars), Exploratory Data Analysis (Oleafly/Oleafly, 206 stars) and Python Executor (cortega26/chile-hub, 113 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Joc Data Analysis?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 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.