Leveraging a data set spanning 15 years of applications at MassMutual, this technical paper describes an accurate, industry-leading model that estimates mortality risk. Historical data paired with modern data science capabilities provides an unprecedented opportunity in the life insurance industry to disrupt the underwriting status quo.