Ahmad, J. Predictive Underwriting: How Machine Learning Is Reducing Loss Ratios in Modern Insurers. IJAIDSML 2026, 7 (3), 64-70. https://doi.org/10.63282/3050-9262.IJAIDSML-V7I3P109.