An Individual Claims Reserving Model - Casualty Actuarial Society
2002 Casualty Loss Reserve Seminar Surety Reserving
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Transcript of 2002 Casualty Loss Reserve Seminar Surety Reserving
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2002 Casualty Loss Reserve Seminar
Surety Reserving
Mike Rozema, ACAS, MAAA
KPMG LLP
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Overview
Reserving Considerations One Loss Reserve Estimation Approach Premium Deficiency Reserves
- Considerations- Use of Bond Default Rates to estimate
future losses
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Reserve Estimate Approach
Gather data Understand large claim potential Assign probabilities and scenarios to claims
with high bond limits Estimate gross reserves for all other losses Estimate ceded reserves Simulation
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Step 1 – Gather Data
Bond limits profile Large claim information Type of business mix Reinsurance program
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Step 2 - Understand the potentially large claims
Review all open claims with significant exposure
- One principal, many bonds- Review claims files- Read the contracts- Do not ignore losses with low case
reserves
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Step 3 - Assign probabilities and scenarios to potentially large losses Interview Claims Personnel
- What would you settle these claims for?- What is our maximum exposure?- What is the claims handling strategy?- What is the subrogation potential?- What is the expected payment pattern?
Low, Medium, High, and Other Scenarios- Assign Probabilities and Severities
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Step 4 – Estimate reserves for all other losses
Use traditional actuarial techniques- Development methods- Bornhuetter-Ferguson- Frequency/Severity
Development patterns affected by bond type- Expense- Subrogation- Statute (Workers Comp Self-insured Bonds)
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Actuarial SOP No. 36
Explanatory paragraph required when actuary believes that there are risks and uncertainties that could result in material adverse deviation.
- Identify the amount judged to be material- Describe the major factors and particular
conditions underlying the risks and uncertainties
Expected value estimate is better than the median or mode when expected value estimates can be significantly greater than other measures.
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An ExampleGross Ultimate Loss and Expense (000's)
Limit Low Medium High ExpectedLarge 1 $10,000 $500 $2,000 $9,500 $8,675
5% 5% 90%Large 2 $50,000 $5,000 $10,000 $25,000 $11,000
40% 40% 20%Large 3 $75,000 $500 $2,500 $80,000 $4,675
85% 10% 5%All Other NA $5,000 $5,500 $6,000 $5,500
25% 50% 25%TOTAL $11,000 $20,000 $120,500 $29,850
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Step 5 – Reinsurance
Surety Treaty Provisions- Surety reinsurance is unique, usually
separate from other lines of business
Facultative Reinsurance Estimate ceded losses for each large loss
and for all other claims for each scenario.
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Step 6 – Simulation
Simulate Gross Losses- Use Large Loss Scenario Probabilities- Use triangle techniques to estimate aggregate
reserve distribution for all other claims- Consider correlation between large loss
scenarios and other reserves
Estimated Ceded Losses for each Simulation Result
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Simulation Results
Net and Gross Aggregate Loss Distributions are helpful
- Range of reasonable estimates- Identifying and quantifying risk of material
adverse deviation- Effectively communicating risk to management- Quantifying reasonable risk loads by bond type
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Premium Deficiency Reserves
SSAP No. 53 – Property Casualty Contracts - Premiums
- When anticipated losses, loss adjustment expenses, commissions, and other acquisition costs exceed the recorded UPR, a premium deficiency reserve is required.
- Insurance policies shall be grouped in a manner consistent with how policies are marketed, serviced, and measured.
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Premium Deficiency Reserves
Considerations- Surety is generally marketed on its own and
therefore should be segmented for PDR estimate- Non-cancelable contracts- Multiple year contracts – understand how
premium is earned- Restrictive reinsurance market- Regulatory constraints to premium increases- Recession increases frequency
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Premium Deficiency Reserves – Loss and ALAE estimates
Group principals homogeneously- Bond Type (e.g. Commercial, Contract)- Bond Limit- Financial Strength
Use rating agency corporate bond default rates to estimate claim frequency
Use historical data to estimate claim severity as a percentage of bond limit
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PDR Loss Estimate - Example
Risk Category
Bond Size Category
Bond Type Category
Exposed Bond Limits
(Millions)Estimated Frequency
Estimated Severity
(% of Bond Limit)
Estimated Losses (000's)
1 1 Contract $100 0.2% 25.0% $502 1 Contract $200 1.0% 35.0% $700
: : : : : : :: : : : : : :: : : : : : :
5 5 Commercial $20 40.0% 90.0% $7,200TOTAL $7,500 $50,000
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Summary
Understand Bond Mix, Limits Profile and Reinsurance Provisions
Large Exposures need detailed analysis Scenario/simulation approach is useful Market/economic conditions may result in
premium deficiencies