1 - © ISO, Inc., 2008 London CARe Seminar: Trend – U.S. Trend Sources and Techniques, A Comparison to European Methods Beth Fitzgerald, FCAS, MAAA, CPCU.

Slides:



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Presentation transcript:

1 - © ISO, Inc., 2008 London CARe Seminar: Trend – U.S. Trend Sources and Techniques, A Comparison to European Methods Beth Fitzgerald, FCAS, MAAA, CPCU Vice President, Commercial Lines & Modeling

2 - © ISO, Inc., 2008 U. S. Trend Sources and Techniques Data for Trend Analysis Issues in Selecting Trends Commercial Property Basic Group I (Fire) example General Liability Manufacturers & Contractors example Data available for Reinsurance/Excess Pricing

3 - © ISO, Inc., 2008 Trend Data

4 - © ISO, Inc., 2008 ISO Industry Data Data available for claim severity, claim frequency and exposure trend analysis Detailed transaction reporting of premium and losses – individual policy information – individual occurrence/claimant information More flexibility in compiling data for analysis Enhanced quality and accuracy

5 - © ISO, Inc., 2008 Statistical Plan Unit Transaction Reporting Account Date Policy Effective Date Policy Expiration Date LineState ClassExposurePremium Amount … Loss Records Account Date Policy Effective Date Accident Date LineState Class Paid or Reserve Indicator Loss Amount … Premium Records

6 - © ISO, Inc., 2008 External Data U. S. Economic Data – Average hourly earnings of construction workers – Retail Sales (RSALES) – Manufacturers Sales Exposure (MSEP) – Producer Price Indices (PPI) Xactware Commercial Index (XCI) for buildings

7 - © ISO, Inc., 2008 Trend Issues

8 - © ISO, Inc., 2008 Trend Method Fit data to least squares exponential curves Calculate goodness of fit R 2 Calculate fits for different number of years

9 - © ISO, Inc., 2008 Trend Selection Issues Stability Regulatory Support Compliance with Actuarial Standard of Practice #13 on Trending Procedures – consider bias or distortions in data – consider economic or social influences either in data or in projection period

10 - © ISO, Inc., 2008 Commercial Property Trend

11 - © ISO, Inc., 2008 Basic Group I (Fire) Claim Severity and Claim Frequency Trend By coverage (buildings, contents, time element) Fit internal ISO claim severity and claim frequency data – losses/claims developed to ultimate – total vs. normal accident year losses – 10, 7 and 5 year fits – by deductible & “blended” weighted avg. of all deductible data

12 - © ISO, Inc., 2008 Basic Group I (Fire) Claim Severity Fit 12 points of External data – XCI for buildings – PPI for contents – MSEP and RSALES for time element Determine Current Cost Factor & Loss Projection Factor using External data

13 - © ISO, Inc., 2008 Basic Group I (Fire) Loss Trend Select Severity Loss Trend Adjustment (LTA) to complement external economic indices Select Frequency LTA based on internal data Apply severity trend to individual occurrence – first add $ded back to loss amount – apply severity trend – subtract $ded

14 - © ISO, Inc., 2008 Basic Group I (Fire) Exposure Trend By coverage (buildings, contents, time element) using internal ISO data Determined from actual changes in amounts of insurance from one year to the next Based on a sample of renewal policies, matched on premium record ID, insurer, state, territory, construction, coverage, protection, occupancy class and rating ID

15 - © ISO, Inc., 2008 Issues for Commercial Property Deductible distribution changes over time = rely on “blended average” of all deductibles Distortions due to large losses = rely more on normal losses Bias in distribution of losses by cause in different years- analyze fire, VMM, theft, water claims each year

16 - © ISO, Inc., 2008 Commercial Property Example $500 Ded.$1000 Ded.$2500 Ded.Blended Ded. NormalTotalNormalTotalNormalTotalNormalTotal 10 Yr. Fits 3% 4.5% 4% 4.5% 6% 5.5% 4.2% 5% R2R Basic Group I Building Severity Last year’s selection = 4.0% This year’s selection ? = 4.0%

17 - © ISO, Inc., 2008 General Liability Trend

18 - © ISO, Inc., 2008 Manufacturers & Contractors Claim Severity and Frequency Trend By coverage (bodily injury, property damage, fringe) Internal ISO claim severity and claim frequency data – Basic limits accident year loss data – losses/claims developed to ultimate – paid and incurred – indemnity, ALAE, indemnity + ALAE – 10, 8 and 6 year fits

19 - © ISO, Inc., 2008 Manufacturers & Contractors Exposure Trend U. S. Economic Data from IHS Global Insight, Inc. provides historical and projected indices Contractors payroll - uses average hourly earnings of construction workers Manufacturers sales derived from: – Durable and Nondurable Consumption – Net Exports of Merchandise Calculate 3, 4 & 5 year fits

20 - © ISO, Inc., 2008 Issues for Manufacturers & Contractors Analyze fits excluding latest year due to development Use paid severity to avoid bias in case reserve changes over time Incurred development more stable Analyze Indemnity vs. ALAE for any severity distortions Frequency selection also reflects any recent patterns and any external information

21 - © ISO, Inc., 2008 Manufacturers & Contractors Example Indemnity + ALAE Fits Indemnity + ALAE R 2 ALAE Fits ALAE R 2 6 year 10%.85 15%.80 8 year 7%.95 10% year 6%.90 8%.80 9 year (ex latest) 7.5%.959.5%.88 $100k/$200k Bodily Injury Severity Last year’s selection = 6.5% This year’s selection ? = 7.0%

22 - © ISO, Inc., 2008 Data for Reinsurance/Excess Trends

23 - © ISO, Inc., 2008 Data Compilations Size of Loss data for General Liability and Commercial Property Layer of Loss data by policy limit for General Liability Excess Layer Loss Development Manual for General Liability

24 - © ISO, Inc., 2008 General Liability Increased Limit Trend Analysis Calculate Increased Limit Factors – mixed exponential curves – paid occurrence data by accident year and settlement date Analyze paid/settled data for many years by policy limit purchased Analyze basic limit and total limit paid and incurred accident year data Select long-term average unlimited severity trend