From theory to production: how insurers actually estimate claim frequency, severity, and policy lapse. This note walks from exponential families and link functions through validation with ROC curves, Gini coefficients, and relativity tables. Three full case studies: auto, life, and workers' comp. Personal actuarial synthesis note.
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