analyze-quantitative-data SKILL.md skillA
analyze-quantitative-data from qiaomiaojoe/ai-academic-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qiaomiaojoe/ai-academic-workflow/analyze-quantitative-data@git:20260428.41cccf2Pins git:20260428.41cccf2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qiaomiaojoe/ai-academic-workflow
- Path
skills/analyze-quantitative-data/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260428.41cccf2, committed Apr 28, 2026
- Size
- 4,678 bytes
- Repository stars
- 10
- License
- a license file GitHub does not identify
Use when analyzing quantitative social science data following Neuman's Social Research Methods Ch 12 — codebook creation, data cleaning, univariate descriptive statistics, bivariate association, multivariate analysis (elaboration paradigm + multiple regression), and inferential statistics (significance testing, Type I/II errors). Trigger on requests like "analyze this survey data", "run regression on X", "check bivariate relationship between A and B", "what does this codebook need…
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
# Analyze Quantitative Data · Neuman Ch 12 Workflow This skill guides users through systematic quantitative data analysis based on **W. Lawrence Neuman, *Social Research Methods: Qualitative and Quantitative Approaches*, 7e, Chapter 12** (p.393-430). The chapter's procedure is decomposed into 7 sequential steps, each with a dedicated prompt template that enforces methodological rigor. ## When to invoke Invoke this skill when the user: - Has a survey, experiment, or numerical dataset to analyze - Asks "how do I analyze X?" with quantitative data - Wants to run a regression, t-test, ANOVA, chi-square - Needs to interpret statistical output - Is preparing a Methods or Results section for a quantitative paper Do **not** invoke for: - Pure data engineering / ETL (no analysis intent) - Machine learning prediction (different methodology) - Qualitative analysis (use `analyze-qualitative-data` instead) ## The 7-step procedure (Neuman Ch 12) | # | Step | Prompt file | Neuman pages | |---|------|-------------|--------------| | 1 | **Build codebook** | `prompts/01-codebook.md` | 393-394 | | 2 | **Clean data** (wild code + contingency) | `prompts/02-clean-data.md` | 397 | …
Read the whole file at its exact version.
How to install
mdr add qiaomiaojoe/ai-academic-workflow/analyze-quantitative-data@sha256:cad4deddc3532946The line at the top of this page pins the label git:20260428.41cccf2, 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.
[](https://markdownregistry.com/a/art_umqcvs5e4pqvgvhl)
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Versions
The registry has recorded 1 version of this file, committed on Apr 28, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4678 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
qiaomiaojoe/ai-academic-workflow · 10 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_umqcvs5e4pqvgvhl GET https://markdownregistry.com/api/v1/resolve?ref=qiaomiaojoe/ai-academic-workflow/analyze-quantitative-data GET https://markdownregistry.com/api/v1/blob/cad4deddc3532946e83f684056e91180f1cd55dead735dffc90b3556b1537b73
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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.