The life settlement market provides an alternate route to unlock the intrinsic value of life policies, a service precious especially to the critically ill. The key for this market to thrive is underwriting accuracy. This thesis contains novel statistical methodologies for state regulators to evaluate underwriting fairness, and underwriters to self-evaluate their processes better and improve them. Broadly, it contributes to ensuring the market's continued high quality of service to society.