--- name: regression-analyzer description: Skill for comprehensive regression analysis and modeling allowed-tools: - Bash - Read - Write metadata: specialization: scientific-discovery domain: science category: Data Analysis skill-id: SK-SCIDISC-019 --- # 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