The deployment of predictive algorithms within underwriting systems raises deep ethical questions regarding fairness, transparency, and data privacy. Traditional underwriting relied on standardized demographic categories and historical statistics to pool risk, whereas algorithmic underwriting leverages massive non-traditional datasets including web browsing history, smart home telemetry, and...