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CAS Seminar on Ratemaking

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1 CAS Seminar on Ratemaking
2005 Ratemaking Seminar CAS Seminar on Ratemaking Basic Techniques for an Overall Indication (INT-1) March 13, 2006 Salt Lake City, Utah Presented by: Brian Donlan, FCAS, MAAA & Gavin Lienemann, FCAS, MAAA Welcome to “Basic Techniques for an Overall Rate Level Indication”. Today we will be presenting some basic ratemaking concepts and applying them to the calculation of an overall rate level indication. We will be covering a great deal of material and will be moving fairly quickly. Please stop us if you have any questions or need some further explanation.

2 Basic Techniques Overall Rate Level Indication (INT-1)
2005 Ratemaking Seminar Basic Techniques Overall Rate Level Indication (INT-1) Basic Ratemaking Equation and Its Considerations: Organization of Data Premium Adjustments Loss Adjustments Expense Considerations Other Considerations Today we are going to discuss the basic ratemaking equations and its considerations, specifically: The organization of the data Premium adjustments Loss Adjustments Expenses We will walk through a simplified ratemaking example to allow you to see how these concepts are applied.

3 ORGANIZATION OF DATA I. CALENDAR YEAR DATA II. POLICY YEAR DATA
2005 Ratemaking Seminar ORGANIZATION OF DATA I. CALENDAR YEAR DATA (standard accounting year) II. POLICY YEAR DATA III. ACCIDENT YEAR DATA These are the three main methods of organizing data. I will describe each method in the next few slides.

4 ORGANIZATION OF DATA I. CALENDAR YEAR DATA
2005 Ratemaking Seminar ORGANIZATION OF DATA I. CALENDAR YEAR DATA Premium and Loss transactions that occur during the year. Loss = Payments + change in reserves during year Matches financial statements Data available quickly, least time lag in development Never changes after it is calculated at the end of a year. Premium and Loss transactions DO NOT match Reserve changes from prior years can distort the reliability of the data for ratemaking and management purposes.

5 ORGANIZATION OF DATA II. POLICY YEAR DATA
2005 Ratemaking Seminar ORGANIZATION OF DATA II. POLICY YEAR DATA Premium and Loss transactions on policies with effective dates (new or renewal) during the year. Loss = Payments + Reserves Premium and Loss transactions DO match Transactions from policies effective in prior years do not distort the data for ratemaking Data with the greatest time lag (not available until one term after end of the year.) Exact ultimate losses cannot be finalized until all losses settled.

6 ORGANIZATION OF DATA III. ACCIDENT YEAR DATA
2005 Ratemaking Seminar ORGANIZATION OF DATA III. ACCIDENT YEAR DATA Loss transactions for accidents occurring during the year. Premium transaction during the same 12 months. Loss = Payments + Reserves Premium and Loss transactions generally match Transactions from accidents occurring in prior years do not distort the data for ratemaking Data with slight time lag Exact ultimate losses cannot be finalized until all losses settled.

7 Basic Ratemaking Equation:
2005 Ratemaking Seminar Basic Ratemaking Equation: Future Premiums = Future Losses + Future Expenses + Underwriting Profit and Contingency Provision The important element to remember here is that rates are estimates of FUTURE costs. The estimates of the future premium, losses and expenses are based upon past observations of company experience, competitors, the economy, and the world in general. Ratemaking bridges the past to the future. In the following slides we will discuss how the bridging occurs in more detail.

8 BASIC RATEMAKING METHODS
2005 Ratemaking Seminar BASIC RATEMAKING METHODS Loss Ratio Method develops indicated rate change (A) A = Experience LR / Target LR Pure Premium (PP) Method PP = Loss / Exposure Units develops indicated rate per unit of exposure (R) R = [PP + FE] / [1-VER-Profit Ratio] There are two general pricing methodologies – LR and PP. When consistently applied to a common set of data, it can be shown that these 2 methodologies will result in identical rates. In general, the PP method is used to set rates for a new line or product or when there are no existing rates. The loss ratio method is used to calculate the needed change in existing rates. NOTE: THE TWO METHODS PRODUCE IDENTICAL RESULTS WHEN IDENTICAL DATA AND ASSUMPTIONS ARE USED.

9 LOSS RATIO METHODOLOGY Fixed Expense Approach
2005 Ratemaking Seminar LOSS RATIO METHODOLOGY Fixed Expense Approach INDICATED (needed) RATE LEVEL CHANGE = Projected Experience Loss + Fixed Expense Ratio Expected (Target) Loss + Fixed Expense Ratio - 1.0 Today we will focus on the Loss Ratio methodology. This is a quick example of how the calculation works. For Example: 90.3% 76.6% - 1.0 = %

10 2005 Ratemaking Seminar LOSS RATIO METHODOLOGY Experience Loss + Fixed Expense Ratio Projection Premium Adjustments Adjust to Current Rate Level Premium Trend Loss Adjustments Loss Development Loss Trend Catastrophe Adjustments

11 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) (5) Accident Year 2005 Ultimate Losses & ALAE (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend ___% Trend Period: (8) Exponential Trend Factor [1.0 + (7)] ** Trend Period (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) We will be coming back to this exhibit throughout the presentation. This details the specific elements and calculations that go into the calculation of the overall rate level indication. We will be filling in the various elements as we discuss them. B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

12 Sample Rate Level Indication Assumptions
2005 Ratemaking Seminar Sample Rate Level Indication Assumptions Annual Policies. Rates to be revised as of JANUARY 1, 2007 Loss Ratio Methodology EXPERIENCE PERIOD: ACCIDENT YEAR 2005 2005 Earned Premium $3,690,000 Reported Incurred Losses as of 12/31/05: $1,900,000

13 Current Rate Level Adjustment
2005 Ratemaking Seminar PREMIUM ADJUSTMENTS Current Rate Level Adjustment Loss Ratio Method analyzes the appropriateness of the CURRENT RATES for use in the future. CRL adjustment reflects rate changes NOT already included in historical recorded premium.

14 Current Rate Level Adjustment - Common Techniques
2005 Ratemaking Seminar PREMIUM ADJUSTMENTS Current Rate Level Adjustment - Common Techniques Extension of Exposures Re-rate each exposure (policy) Requires extensive detail and mechanization Most accurate method Parallelogram Method Easier method Specific policy information not required Assumes even distribution of policies written throughout the year

15 CURRENT RATE LEVEL ADJUSTMENT Extension of Exposures Method
2005 Ratemaking Seminar CURRENT RATE LEVEL ADJUSTMENT Extension of Exposures Method 2005 Earned Exposures Class Class 2 Territory , ,260 Territory , ,010 Territory , ,500 Current Rates Class Class 2 Territory $ $300 Territory $ $350 Territory $ $440 Current Rates Class Class 2 Territory $225, $678,000 Territory $349, $1,053,500 Territory $594, $1,100,000 Statewide total $3,999,625

16 CURRENT RATE LEVEL ADJUSTMENT
2005 Ratemaking Seminar CURRENT RATE LEVEL ADJUSTMENT Parallelogram Method A B 1/ / / / /08 Rate Change History Date Change Rate Index From 1/1/04 to 6/30/05 None A 7/1/ % B (1 * 1.12)

17 CURRENT RATE LEVEL ADJUSTMENT
2005 Ratemaking Seminar CURRENT RATE LEVEL ADJUSTMENT Calculation of On-Level Factor - Parallelogram Method I. Rate Index for 2005: Percent Rate Area of Index A B TOTAL II. On-Level Factor for 2005: (1) Current Index (2) Index (3) On-Level Factor (1) / (2) (4) Earned Premium $3,690,000 (5) Earned Current Rate Level $4,070,070

18 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) (5) Accident Year 2005 Ultimate Losses & ALAE (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend ___% Trend Period: (8) Exponential Trend Factor [1.0 + (7)] ** Trend Period (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

19 PREMIUM ADJUSTMENTS Premium Trend
2005 Ratemaking Seminar PREMIUM ADJUSTMENTS Premium Trend To project the premium level which will exist during the period being priced. The premium trend accounts for shifts of business that will also impact the losses. Must adjust for items such as: Average car model year or price group Average home value Territorial distribution shift Any item that would impact future premium or both premium and losses in the future except policy count

20 PREMIUM ADJUSTMENTS Premium Trend AUTO EXAMPLE - MODEL YEAR RATING
2005 Ratemaking Seminar PREMIUM ADJUSTMENTS Premium Trend AUTO EXAMPLE - MODEL YEAR RATING Over time, the average model year and symbol will “drift” toward newer more expensive vehicles. HOMEOWNERS EXAMPLE - EXPOSURE TREND The exposure unit used in Homeowners is the amount of insurance which is tied to the value of the home. Both of these situations will cause average premium in the projection period to be higher than in the experience period, regardless of any rate activity.

21 Premium Adjustments Premium Trend – Determination of Trend Period
2005 Ratemaking Seminar Premium Adjustments Premium Trend – Determination of Trend Period Annual Policies. Rates to be revised as of JANUARY 1, 2007 EXPERIENCE PERIOD: ACCIDENT YEAR 2005 Experience Policies Period Effective <COVERAGE PROVIDED> Avg. Earned Avg. Earned Date under Date is 7/1/ Revised Rates is 1/1/2008 TREND PERIOD is 2.50 Years

22 PREMIUM ADJUSTMENTS Premium Trend Example Annual Trend = 2.0%
2005 Ratemaking Seminar PREMIUM ADJUSTMENTS Premium Trend Example Year Average Premium @CRL Annual Change 2001 1,000 - 2002 1,020 2.0% 2003 1,040 2004 1,061 2005 1,082 Annual Trend = 2.0% Total Trend Factor = 1.02 ^ 2.5 = 1.051

23 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend ___% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

24 2005 Ratemaking Seminar LOSS RATIO METHODOLOGY Experience Loss + Fixed Expense Ratio Projection Loss Adjustments Loss Development Loss Adjustment Expenses Allocated Loss Adjustment Expense (ALAE) Generally included with loss Unallocated Loss Adjustment Expense (ULAE) Generally loaded to Loss & ALAE Loss Trend Catastrophe Adjustments

25 Loss Development Analysis
2005 Ratemaking Seminar LOSS ADJUSTMENTS Loss Development Analysis Adjust historical losses to an expected ULTIMATE value Reflects revisions to claim values as claims are settled Used with policy and accident year data Reflects IBNR reporting. Reflects development on reported claims. Key Factors for Consideration Observation of historical patterns Incurred and Paid developments Development period

26 Accident Year Loss Development Analysis
2005 Ratemaking Seminar Accident Year Loss Development Analysis INCURRED METHOD - Recognizes SYSTEMATIC inaccuracy of case reserves INCURRED LOSSES & ALAE Adjusted for Deductibles and Cats, (000’s) ACCIDENT Reported as of: YEAR 12 mos mos mos mos , , , ,548 , , , ,843 , , , ,691 , , ,836 , ,968 ,900 Age to Age Development Factor = Incurred Later Report Period divided by Prior Report Period AY mos TO 24 mos Factor = $1,800 / $1,500 = 1.20

27 Accident Year Loss Development Analysis
2005 Ratemaking Seminar Accident Year Loss Development Analysis INCURRED AGE-TO-AGE FACTORS ACCIDENT YEAR mos mos mos Average Selected x x Cumulative Age-to-Age Factors

28 LOSS DEVELOPMENT ANALYSIS
2005 Ratemaking Seminar LOSS DEVELOPMENT ANALYSIS (1) (2) (3) Cumulative Estimated Accident Incurred Loss Age to Ultimate Ultimate Loss Year & 12/05 Factor (1) * (2) , ,691 , ,836 , ,017 , ,430

29 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE ,430 (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend ___% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

30 Unallocated Loss Adjustment Expense
2005 Ratemaking Seminar EXPENSE ANALYSIS Unallocated Loss Adjustment Expense Countrywide Figures (in $ millions) Unallocated Loss ULAE to Incurred Adjustment Losses & ALAE Year Losses & ALAE Expenses Ratio $61, $6, % , , % , , % Estimated Future ULAE Percentage % as a percentage of Incurred Losses & ALAE

31 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE ,430 (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend ___% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

32 LOSS ADJUSTMENTS Loss Trend Analysis
2005 Ratemaking Seminar LOSS ADJUSTMENTS Loss Trend Analysis Project to the loss level predicted to exist during pricing period Data Issues Separate Claim frequency and Severity Trends? Internal Vs. External Data ? Paid, Incurred, Reported data ? Calendar Vs. Accident year ? Length of Historical period ? Credibility ? Extrapolations of Historical Data? (Least Squares Regression, Time Series, Econometric Models)

33 Other Possible Trend Sources
2005 Ratemaking Seminar LOSS TREND ANALYSIS Calendar Paid Losses Earned Exposures Pure Year ($ 000’s) (000’s) Premium , $ , $102.73 , $112.48 , $128.81 , $127.21 , $134.23 , $143.75 , $150.57 Annual Trend based on Least Squares (exponential ) % Most Recent Annual Change ( / ) % Other Possible Trend Sources C.P.I. Medical Care Index % C.P.I. Auto Body Work Index % C.P.I. Home Maintenance & Repair Index %

34 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE ,430 (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend _5.0__% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) ,020 (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

35 LOSS ADJUSTMENTS CATASTROPHES Example:
2005 Ratemaking Seminar LOSS ADJUSTMENTS CATASTROPHES Catastrophes should be eliminated from losses Average provision should be used as a loss loading Example: Expected Annual Catastrophe Loss & ALAE for Projection Period 394 (2) Projected Premium 4,278 (3) Catastrophe Load (1) / (2) 9.21%

36 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE ,430 Unallocated Loss Adjustment Expense (ULAE) Factor Annual Loss Trend _5.0__% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) ,020 (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) (12) Fixed Expenses = (1) * (11) B. EXPECTED (Target) Loss + Fixed Expense Ratio C. INDICATED RATE LEVEL CHANGE = (A / B)

37 UNDERWRITING EXPENSES
2005 Ratemaking Seminar UNDERWRITING EXPENSES Commissions and premium taxes vary directly with premiums Other acquisition and general expenses are “fixed” Not really fixed Vary with inflation

38 Other Than Loss Adjustment
2005 Ratemaking Seminar EXPENSE ANALYSIS Direct Expenses Other Than Loss Adjustment Countrywide Figures (In $ Millions) Selected $ % $ % $ % % Written Premium , , , Commissions , , , Other Acquisition , , , Administrative , , , Taxes, Licenses & Fees , , ,

39 DEVELOPMENT of EXPECTED LOSS RATIO & FIXED EXPENSE RATIO
2005 Ratemaking Seminar DEVELOPMENT of EXPECTED LOSS RATIO & FIXED EXPENSE RATIO Total Variable Fixed Commissions % % % Other Acquisition General Taxes, Licenses & Fees Profit & Contingency Other Costs * TOTAL % % % TARGET Loss, LAE & Fixed Expense Ratio = % % = 76.6% * Policyholder Dividends, Involuntary Market Costs, Guaranty Fund Assessments, Etc. (if allowable)

40 RATE INDICATION WORKSHEET
2005 Ratemaking Seminar RATE INDICATION WORKSHEET Loss Ratio Methodology - Fixed Expense Approach EXPERIENCE Loss + Fixed Expense Ratio = ( ) / (4) (1) Earned Premium ,690 (2) Current Rate Level Factor (3) Premium Trend Factor (4) Trended Current Rate Level = (1)*(2)*(3) ,278 (5) Accident Year 2005 Ultimate Losses & ALAE ,430 (6) Unallocated Loss Adjustment Expense (ULAE) Factor (7) Annual Loss Trend _5.0__% Trend Period: 2.5 years (8) Exponential Trend Factor [1.0 + (7)] ** (9) Trended Ultimate Losses and LAE = (5) * (6) * (8) ,020 (10) Expected Catastrophe Loss & LAE for Projection Period (11) Fixed Expense Ratio (FER) % (12) Fixed Expenses = (1) * (11) 90.3% B. EXPECTED (Target) Loss + Fixed Expense Ratio % C. INDICATED RATE LEVEL CHANGE = (A / B) %

41 OTHER CONSIDERATIONS CREDIBILITY DEDUCTIBLES
2005 Ratemaking Seminar OTHER CONSIDERATIONS CREDIBILITY DEDUCTIBLES TYPES (Straight, Franchise, Percentage) Must consider deductibles offered Will the offerings change; will the mix of change Deductible relativities based on Loss Elimination Ratios LIMITS Basic limits data used for auto indication; Increased limits reviewed separately Basic limits review emphasizes frequency of loss, not severity

42 BASIC RATEMAKING TECHNIQUES
2005 Ratemaking Seminar BASIC RATEMAKING TECHNIQUES Suggested Readings Foundations in Casualty Actuarial Science, Ratemaking by Charles L. McClenahan, Chapter 2, pages Statement of Principles Regarding Property and Casualty Insurance Ratemaking, CAS Committee on Ratemaking (1988). Insurance Operations, Webb, Harrison and Markham, CPCU Text, Chapters 10 and 11. Introduction to Ratemaking and Loss Reserving for Property and Casualty Insurance, by Robert L. Brown, Chapter 3 - Ratemaking Trend and Loss Development Factors, by Charles F. Cook, 1970 Proceedings of the Casualty Actuarial Society


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