Statistical Analysis
spacering-net/codeg
Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting.
A skill your agent uses when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical review.
Install Jama Statistics
$ npx skills add franklee16/academic-research-skills --skill jama-statistics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jama-statistics --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/JAMA-Skills/skills/jama-statistics .claude/skills/jama-statistics && 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 "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .claude/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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/JAMA-Skills/skills/jama-statisticsType 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 jama-statistics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jama-statistics --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/JAMA-Skills/skills/jama-statistics .agents/skills/jama-statistics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .agents/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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 jama-statistics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jama-statistics --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/JAMA-Skills/skills/jama-statistics .cursor/skills/jama-statistics && 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 "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .cursor/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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/JAMA-Skills/skills/jama-statistics--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 jama-statistics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jama-statistics --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/JAMA-Skills/skills/jama-statistics .gemini/skills/jama-statistics && 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 "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .gemini/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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 jama-statisticsInstalls 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 jama-statistics -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/JAMA-Skills/skills/jama-statistics .github/skills/jama-statistics && 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 "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .github/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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 jama-statistics -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 jama-statistics --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/JAMA-Skills/skills/jama-statistics .opencode/skills/jama-statistics && 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 "jama-statistics" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics into .opencode/skills/jama-statistics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jama-statistics", 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
jama-statistics- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.1k tokens
- SKILL.md length
- 440 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical review.
- Works in 7 steps: Effect sizes with 95% CIs, not p-values… → Pre-specified outcomes. State the single… → Intention-to-treat for RCTs. Primary… → …
- Auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMAs dedicated statistical review
- SKILL.md covers When to trigger, Core reporting rules at JAMA, Reporting conventions to follow and Audit table, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jama Statistics is an agent skill from franklee16/academic-research-skills. Use when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical review. Enforces effect sizes with 95% CIs, multiplicity control, and pre-specification; it does NOT choose the study design or write prose.
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 Statistics and Experimental design. 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
- Auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMAs dedicated statistical review
- Tasks that involve Statistics
- Tasks that involve Experimental design
Example prompts
- “/jama-statistics”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Effect sizes with 95% CIs, not p-values alone. Report the estimate (mean difference, risk/hazard/odds ratio, absolute risk difference)…
- Pre-specified outcomes. State the single primary outcome and the secondary outcomes exactly as registered/protocoled. Flag any post hoc…
- Intention-to-treat for RCTs. Primary analysis is ITT; per-protocol and as-treated are secondary/sensitivity.
- Multiplicity. With multiple outcomes, subgroups, or time points, pre-specify the testing hierarchy and the correction (e.g., hierarchical…
- Missing data. State the mechanism assumed and the method (e.g., multiple imputation); report a sensitivity analysis. Complete-case-only…
- Model assumptions. Justify the model (proportional hazards, linearity, clustering, repeated measures) and report how assumptions were…
- Absolute and relative effects. Pair relative measures (RR, OR, HR) with absolute measures (risk difference, NNT) so clinicians grasp…
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
Jama Statistics loads about 1.1k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 440 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 440 words (~1,125 tokens).
- name
- jama-statistics
Files
Just SKILL.md in Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics 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
Jama Statistics 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 |
|---|---|---|---|---|---|---|
| Jama Statistics this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Statistical Analysisspacering-net/codeg | 3.9k | 3 repos | ~5k | Automated safety check: Pass | MIT | |
| Statistical Powerspacering-net/codeg | 3.9k | 1 repos | ~3.6k | Automated safety check: Notes | MIT | |
| Data Scientistdavila7/claude-code-templates | 32k | 8 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Statistical Analystalirezarezvani/claude-skills | 28k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Quantitative Analysispoemswe/co-researcher | 130 | — | ~841 | Automated safety check: Pass | MIT |
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spacering-net/codeg
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Data Scientist
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Expert data scientist for advanced analytics, machine learning, and statistical modeling.
Statistical Analyst
alirezarezvani/claude-skills
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Quantitative Analysis
poemswe/co-researcher
You must use this when selecting statistical tests, interpreting effect sizes, or conducting power analysis.
Experimentation Analytics
rampstackco/claude-skills
How to read experiment results without fooling yourself. An agent skill from rampstackco/claude-skills.
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Related
Categories
Questions about Jama Statistics
What does Jama Statistics do?
A skill your agent uses when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical review. Jama Statistics is an agent skill from franklee16/academic-research-skills. Use when preparing or auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMA's dedicated statistical review.
When should I use Jama Statistics?
Jama Statistics fits situations like: auditing the statistical analysis and reporting of a JAMA manuscript so it survives JAMAs dedicated statistical review; tasks that involve Statistics; tasks that involve Experimental design.
How do I install Jama Statistics in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jama-statistics -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics in franklee16/academic-research-skills) into .claude/skills/jama-statistics in your project. Claude Code loads it when a task matches its description.
How do I install Jama Statistics in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jama-statistics -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/JAMA-Skills/skills/jama-statistics in franklee16/academic-research-skills) into .agents/skills/jama-statistics in your project. Codex loads it when a task matches its description.
Can I use Jama Statistics 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 jama-statistics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jama-statistics, .gemini/skills/jama-statistics, .github/skills/jama-statistics and .opencode/skills/jama-statistics in your project.
What does Jama Statistics need to run?
SKILL.md names no scripts, command-line tools or credentials: Jama Statistics is instructions for the agent only.
Does Jama Statistics 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 Jama Statistics 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 Jama Statistics use?
No licence was found for Jama Statistics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jama Statistics 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 Jama Statistics?
Skills that share tags, products or a category with Jama Statistics: Statistical Analysis (spacering-net/codeg, 3.9k stars), Statistical Power (spacering-net/codeg, 3.9k stars), Data Scientist (davila7/claude-code-templates, 32k stars) and Statistical Analyst (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jama Statistics?
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.