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

1. Prepare data
2. Specify model
3. Fit regression
4. Run diagnostics
5. Refine if needed
6. 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