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 Co…