analyze-quantitative-datalisted
Install: claude install-skill qiaomiaojoe/ai-academic-workflow
# 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 |
| 3 | **Univariate analysis** (frequency, central tendency, variation) | `prompts/03-univariate.md` | 397-403 |
| 4 | **Bivariate analysis** (scattergram, percentaged tables, association measures) | `prompts/04-bivariate.md` | 403-416 |
| 5 | **Multivariate elaboration** (5 patterns) | `prompts/05-multivariate-ela