Casualty Actuaries in Reinsurance Property Per Risk Reinsurance
- Slides: 31
Casualty Actuaries in Reinsurance Property Per Risk Reinsurance Glenn Meyers Insurance Services Office, Inc. June 2 -3, 2003
ISO’s PSOLD Product Underlying data – Commercial property claims reported to ISO during 1991 -2000 Separate mixed exponential curves fit by: – – Amount of insurance groups Occupancy group Subline Coverage (Building, Contents, Building + Contents, All Causes of Loss) Previously discussed 2000 CARe meeting http: //www. casact. org/coneduc/reinsure/2000/handouts/meyers 1. ppt Will not repeat the entire presentation here Talk about demographic features
Sample Input for AOI Ranges
Sample Input for State and Occupancy
The Mixed Exponential Size of Loss Distribution i’s vary by subline and coverage wi’s vary by AOI and occupancy group in addition to subline and coverage
The Mixed Exponential Size of Loss Distribution i = mean of the ith exponential distribution For higher i’s, a higher severity class will tend to have higher wi’s.
The Classification Data Availability Problem Focus on Reinsurance Treaties – Primary insurers report data in bulk to reinsurers – Property values in building size ranges – Some classification, state and deductible information Reinsurers can use ISO demographic information to estimate effect of unreported data.
Thought Experiment Consider a database with – – Amount of Insurance - AOI State Occupancy Group Loss Amount Select records that satisfy criteria – e. g. – – – AOI between X and Y State = Tennessee Apartments Construct empirical size of loss distribution Credibility problems
Database Behind PSOLD 120, 000+ records (for each coverage/line combination) containing: Severity model parameters Amount of insurance group – 60 AOI groups Occupancy class group State Number of claims applicable to the record
Constructing a Size of Loss Distribution Consistent with Available Data Using ISO Demographic Data Select relevant data Selection criteria can include: – Occupancy Class Group(s) – Amount of Insurance Range(s) – State(s) Supply premium for each selection Each state has different AOI and occupancy/class demographics
Constructing a Size of Loss Distribution for a “Selection” Record output - Layer Average Severity Combine all records in selection: LASSelection = Wt Average(LASRecords) Use the record’s claim count as weights
Constructing a Size of Loss Distribution for a “Selection” Where: i = ith overall weight parameter wij = ith weight parameter for the jth record Cj = Claim weight for the jth record
Case 1 – Very Limited Information All occupancy classes All amounts of insurance All states Case 2 – State Information All occupancy classes All amounts of insurance Tennessee only
Differences due to state demographics by occupancy and AOI
The Combined Size of Loss Distribution for Several “Selections” Claim Weights for a “selection” are proportional to Premium Claim Severity LASCombined = Wt Average(LASSelection) Using the “selection” total claim weights The definition of a “selection” is flexible
The Combined Size of Loss Distribution for Several “Selections” Calculate i’s for groups for which you have pure premium information. Calculate the average severity for jth group
The Combined Size of Loss Distribution for Several “Selections” Calculate the group claim weights Calculate the weights for the treaty size of loss distribution
Case 1 – Very Limited Information All occupancy classes All amounts of insurance All states Case 3 – AOI Information All occupancy classes Different AOI Groups – 50% under $250 K – 30% between $250 K and $500 K – 20% over $500 K All States
Differences due to more specific AOI information
Sample Input for AOI Ranges Put in a lot of selections PSOLD demographics fill in within the selections
Sample Input for State and Occupancy Can specify state and class within each selection
The Deductible Problem Most property insurance is sold with a deductible – A lot of different deductibles PSOLD has ground up size of loss distribution as well as size of loss distributions net of deductibles
Size of Loss Distributions Net of Deductibles Combine over all deductibles LASCombined Post Deductible Equals Wt Average(LASSpecific Deductible) Weights are the number of claims over each deductible.
Size of Loss Distributions Net of Deductibles For an exponential distribution: Net severity Need only adjust frequency -- i. e. wi’s
Adjusting the wi’s Dj jth deductible amount ij Wi = Weighted Average gij’s
Case 4 = Case 1 Ground Up
Summary PSOLD allows you to use whatever information you do have – Amount of insurance (limits profile) – Occupancy class group – State – Deductible PSOLD demographic information provides a default to use when you do not get information on reinsurance treaties.
A Major Departure from Traditional Property Size of Loss Tabulations Tabulate by dollars of insured value Traditionally, property size of loss distributions have been tabulated by % of insured value.
Fitted $ Average Severity against Insured Value
Fitted Average Severity as % of Insured Value Blow up this area
Fitted Average Severity as % of Insured Value Eventually, assuming that loss distributions based on a percentage of AOI will produce layer costs that are too high.
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