Regression Analyzer Skill
Purpose
Perform comprehensive regression analyses including model fitting, diagnostics, and interpretation for scientific data.
Capabilities
- Fit linear models
- Build generalized models
- Perform diagnostics
- Handle multicollinearity
- Generate predictions
- Interpret coefficients
Usage Guidelines
- Prepare data
- Specify model
- Fit regression
- Run diagnostics
- Refine if needed
- Interpret results
Process Integration
Works within scientific discovery workflows for:
- Relationship modeling
- Prediction generation
- Effect estimation
- Variable selection
Configuration
- Model specifications
- Diagnostic tests
- Variable selection
- Output formatting
Output Artifacts
- Model summaries
- Diagnostic plots
- Coefficient tables
- Prediction outputs