introduction to property and casualty insurance pricing · 2016. 11. 16. · introduction to...

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INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING

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Page 1: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING

Page 2: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

NON-INSURANCE PRICING

• Cost to manufacture

• Profit margin

• Competitive Position

• Mostly locked in before sale

Page 3: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

INSURANCE PRICING

• Loss costs and expenses

• Target return

• Competitive Position

• Mostly unknown at sale

Page 4: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

TOPICS

• Risk Classification

• Relativity Analysis

• Rate Level Indication

Page 5: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

KEY IDEAS

• Retrospective Analysis

• Credibility

• Restating to Current

Page 6: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

RISK CLASSIFICATION

• Unlike traditional products the cost of insurance can vary widely between insureds

• Pricing all policies at the same average rate would be unfair and lead to adverse selection

• Risk based pricing creates an incentive to sell insurance to all segments of the market

Page 7: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

RISK CLASSIFICATION CONSIDERATIONS

• Operational

• Social

• Statistical

Page 8: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

STATISTICAL

• Homogeneity

• Credibility

• Stability

Page 9: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

OPERATIONAL

• Expense

• Constancy

• Availability

• Objective

• Manipulation

• Measurability

Page 10: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

SOCIAL

• Affordability

• Public acceptability

• Causality

• Controllability

Page 11: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

EXAMPLES

• Accident and violation history

• Coverage levels

• Vehicle information

• Territory

Page 12: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

RELATIVITY ANALYSIS

• The next step is to price these classifications based on their relative risk

• The goal is to produce relativities that will lead to equitable performance for all segments

Page 13: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

GENERALIZED LINEAR MODEL (GLM)

• Develop relativities for many rating variables simultaneously

• Incorporate interactions and correlations between classifications

• Allows for multiplicative model

• Models distributions other than normal

Page 14: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

ONE-WAY ANALYSIS

• Classical analysis that focuses on a single rating variable at a time

• Lacks the statistical framework seen in GLMs

• Simple and effective method that can lead to bias and errors if not cautious

Page 15: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

RATE LEVEL INDICATION

• How much premium in total needs to be collected to achieve the targeted rate of return?

Page 16: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

PREMIUM

• Current level

• Trend

Page 17: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

LOSSES

• Trend

• Develop

• Adjust

• Smoothing

• Large losses

Page 18: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

OTHER CONSIDERATIONS

• Expenses

• Rate of return

• Complement of credibility

Page 19: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

FURTHER READING

• Risk Classification Statement of Principles

• http://actuarialstandardsboard.org/wp-content/uploads/2014/07/riskclassificationSOP.pdf

• Basic Ratemaking

• https://www.casact.org/library/studynotes/Werner_Modlin_Ratemaking.pdf

• Generalized Linear Models for Insurance Rating

• http://www.casact.org/pubs/monographs/papers/05-Goldburd-Khare-Tevet.pdf

Page 20: Introduction to Property and Casualty Insurance Pricing · 2016. 11. 16. · INTRODUCTION TO PROPERTY AND CASUALTY INSURANCE PRICING. NON-INSURANCE PRICING •Cost to manufacture

QUESTIONS?