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:

1. Research objective - Exploratory vs. confirmatory analysis
2. Grouping variables - Categorical variables to stratify by
3. Continuous variables - Metrics to calculate descriptives for
4. Text fields requiring extraction - Columns with embedded entities
5. Temporal variable - Date/time column and desired granularity
6. Classification schemes - Any custom tier/category definitions
7. Output preferences - CSV tables, MD summary, visualizations

2. Data Preparation