data-statistics-report SKILL.md skillA

data-statistics-report from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fourteen1416/academic-agent-toolkit/data-statistics-report@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fourteen1416/academic-agent-toolkit
Path
academic-toolkit/skills/data-statistics-report/SKILL.md
Versions recorded
2
Latest version
v1.0, committed Oct 27, 2026
First version recorded
Sep 23, 2026
Size
21,252 bytes
Repository stars
12
License
a license file GitHub does not identify

Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection guidance. For implementing specific models programmatically use statsmodels.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

<!--ACAT-ADAPTED: 资产补齐自 K-Dense-AI/scientific-agent-skills@36d8f13a1e754618794bf42f417884940077b4ae(MIT,fork FOURTEEN1416)。上游 research-lookup/parallel-cli 等 API 依赖在本仓库不可直接运行,以当前 Agent 的联网检索/网页抓取能力替代;溯源见 references/UPSTREAM.md。2026-09-09 专项治理。-->
# Statistical Analysis

## Overview

Statistical analysis is 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. Apply this skill for academic research.

## When to Use This Skill

This skill should be used when:
- Conducting statistical hypothesis tests (t-tests, ANOVA, chi-square)
- Performing regression or correlation analyses
- Running Bayesian statistical analyses
- Checking statistical assumptions and diagnostics
- Calculating effect sizes and conducting power analyses
- Reporting statistical results in APA format
- Analyzing experimental or observational data for research

---

## Installation

Use **uv** to install the libraries used in this skill. Pin versions in production; unpinned installs are fine for exploration.

```bash
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fourteen1416/academic-agent-toolkit/data-statistics-report@sha256:98b7e99732a47891

The line at the top of this page pins the label v1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wasofowk6wy4m5t3.svg)](https://markdownregistry.com/a/art_wasofowk6wy4m5t3)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Sep 23, 2026 and Oct 27, 2026, about one every 34 days.

versioncommittedcommitsizeaudit
v1.0 latest2026-10-27 16098cd 21,252 BA view · diff
v1.02026-09-23 b04430e 21,233 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21252 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wasofowk6wy4m5t3
GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/data-statistics-report
GET https://markdownregistry.com/api/v1/blob/98b7e99732a478916aa31fb76bf6dd660427ef0729f8d7b52be0e03e345c8115

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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