Diagnosis · Data

alterlab-statistical-analysis

Name: alterlab-statistical-analysis
Author: AlterLab-IEU

Guided statistical analysis with hypothesis-test selection, assumption checking, power analysis, and APA-formatted reporting.

by AlterLab-IEUgithub.com/AlterLab-IEU/AlterLab-Academic-Skills ↗Source ↗MIT62 repo stars

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Works with

ClaudeChatGPTGeminiClaude CodeCodexCursorCopilotGemini CLI

Setup

One command + your API key

Best in a coding tool, where its scripts can run.

Contains

Instructions + 1 script

Python.

Maintained

Last change 1 Oct 2026

On the repository’s main branch.

Check

3 to review

What it does

A systematic process for testing hypotheses and quantifying relationships. Conduct hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, and Bayesian analyses with assumption checks and APA reporting. For academic research.

When your AI uses it

Use when choosing the appropriate statistical test for data, verifying test assumptions, computing power/sample size, or producing…

You don’t need to name it. Ask for the job in your own words — your AI loads the skill when the request matches.

What it can touch

Includes 1 script
Your AI can run these when the skill is used — on your computer in a coding tool (which asks first unless you have told it not to), or in the AI’s own sandbox in Claude and ChatGPT.
How we know
Found in the skill’s folder: scripts/assumption_checks.py.
Asks for an API key or token
You will need an account with the service it talks to, and your own key. Keep keys in your settings or environment, never in a chat.
How we know
The SKILL.md mentions an API key or access token.
Mentions an outside service
The instructions point your AI at these sites or APIs. Anything it sends there leaves your computer.
How we know
Web addresses in the SKILL.md, excluding GitHub and documentation sites: apastyle.apa.org.
Lets your AI use some powerful tools without asking, while the skill is in use
While the skill is working, Claude Code will not ask before using these tools.
How we know
SKILL.md line 1: “allowed-tools: Read Write Edit Bash(python:*) Bash(uv:*)”. Read 2026-10-04, commit e4836c0.
SKILL.md, line 1 ↗
No serious risk pattern found
Launch7’s automated check read all 10 text files in this skill and matched none of its serious risk patterns. This is not a guarantee: a check like this can miss new or disguised tricks, and the author can change the files after the check.
How we know
Read 2026-10-04, commit e4836c0 by pipeline/trust/analyze.py — 40+ patterns for hidden text, prompt injection, downloads that run, credential access and more. It reads; it never runs the skill.
Recently maintained
Its repository has had changes recently.
How we know
Last push to AlterLab-IEU/AlterLab-Academic-Skills: 2026-10-01 (3 days before the scan).

Read automatically from the skill’s own files on GitHub on 4 Oct 2026. Launch7 does not run or manually review skills: this lists what the check saw, and nothing here means “safe”. How we check

Add it to your AI

Partly. Upload it in Claude’s settings — the instructions work; the scripts need the full folder.

Built in your browser from the SKILL.md on GitHub — nothing passes through Launch7.
In Claude, open Customize → Skills, press +, then Create skill → Upload a skill, and choose the .zip.
Make sure code execution is switched on (Settings → Capabilities). Skills need it.
Start a new chat and ask for the job in your own words — Claude picks the skill up when it fits.

This skill ships 1 script beside its instructions. The download here is the SKILL.md alone — enough for the instructions, not for the parts that run code. Use the command route, or take the full folder from the repository.

How Claude does this: support.claude.com · checked 28 Sep 2026 · “Supported” means documented by the vendor; Launch7 has not run it end to end

Where it comes from

Publisher: AlterLab-IEU
Found on: GitHub
Licence: MIT
Source dated: 3 Jul 2026
Repo stars: 62

Stars count the whole repository, which holds 24 other listings here.

Why it is listedNothing reaches this catalogue from GitHub unless three things hold at once: the source is a genuine first-hand publication rather than a copy, its licence clearly permits redistribution, and it scores at least 8.0 on the quality model. That says where it came from and how complete it looks — not what it does. What Launch7's own check found in its files is under “What it can touch”. Launch7 has not installed or run it.

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What it does

What it can touch

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