This document summarizes opening remarks from a panel on risk-based approaches to loss mitigation in mortgage lending. The panelists discuss how their companies use predictive analytics to segment borrowers and identify the best loss mitigation options. They also describe tools and services their companies provide to help servicers comply with changing investor guidelines and mitigate risks. This includes automated analysis of loan data, customized document fulfillment, call center support, and reporting capabilities. The overall discussion focuses on applying risk-based analytics to efficiently process loss mitigation and convert at-risk loans into performing assets.