ESCAPE THE BOUNDARIES OF INTERNAL DATA

• What are the characteristics of companies that make them most likely to experience a particular type of loss?

• What is the best way calibrate underwriting guidelines and rating plan to reflect differences in expected frequency and severity by industry, geography, and company size or type?

• How can I leverage the power of predictive models for classes of business without high claim volumes?