q_descriptive-analysis
Descriptive Analysis Skill
Generate comprehensive exploratory descriptive analysis of tabular datasets with grouped statistics, frequency tables, entity extraction, and publication-ready markdown summaries.
Workflow
1. Requirements Gathering (Interview)
Before analysis, ask the user 5-10 questions covering:
- Research objective - Exploratory vs. confirmatory analysis
- Grouping variables - Categorical variables to stratify by
- Continuous variables - Metrics to calculate descriptives for
- Text fields requiring extraction - Columns with embedded entities
- Temporal variable - Date/time column and desired granularity
- Classification schemes - Any custom tier/category definitions
- Output preferences - CSV tables, MD summary, visualizations
2. Data Preparation
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