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Intermediate Track II. September 2001 New Orleans, Louisiana. 1. Bornhuetter-Ferguson Method 2. Average Hindsight Method 3. Average Incremental Paid Method. This Session Will Discuss. BORNHUETTER- FERGUSON METHOD. Summary:
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Intermediate Track II September 2001 New Orleans, Louisiana
1. Bornhuetter-Ferguson Method 2. Average Hindsight Method 3. Average Incremental Paid Method This Session Will Discuss
BORNHUETTER- FERGUSON METHOD
Summary: Project IBNR based on expected losses and the percentage of ultimate losses which are currently unreported. The Bornhuetter-Ferguson method is a combination of Expected Loss Ratio Method (loss ratio x premium) Paid or Incurred Loss Development Method (paid or incurred losses x loss development factor) Bornhuetter-Ferguson Method
Steps to Project Ultimate Loss (1) Calculate Expected Losses (2) Calculate IBNR Factor (3) Calculate IBNR Reserve (4) Calculate estimated ultimate losses Bornhuetter-Ferguson Method
Assumptions Earned Premium = $1,250 Incurred Losses = $600 Expected Loss Ratio = 65% CDF = 1.35 (derived from incurred loss development triangle) Bornhuetter-Ferguson Method
Step 1 Calculate Expected Losses = Expected Loss Ratio x Earned Premium Earned Premium = $1,250 Expected Loss Ratio = 65% Expected Losses = $813 (1,250 x 0.65) [Expected losses may also be projected using (pure premium x exposure) OR (frequency x severity x exposure) ] Bornhuetter-Ferguson Method
Step 2 Calculate IBNR Factor [IBNR Factor is the percent of ultimate losses still left to be reported] = IBNR / Ultimate Losses = Ultimate Loss - Incurred to Date Ultimate Loss = 1.000 - (Incurred to Date / Ultimate) = 1.000 - [1.000/(CDF)] CDF = 1.350 IBNR Factor = [1 - 1/1.350] = 26% Bornhuetter-Ferguson Method
Step 3 Calculate IBNR Reserve = IBNR Factor x Expected Losses Expected Losses = $813 IBNR Factor = [1 - 1/1.350] = 26% IBNR Reserve = [$813 x 26%] = $211 Bornhuetter-Ferguson Method
Step 4 Calculate Estimated Ultimate Losses = Incurred Losses + IBNR Reserve Incurred Losses = $600 IBNR Reserve = [$813 x 26%] = $211 Ultimate Losses = [$600 + $211] = $811 Bornhuetter-Ferguson Method
Advantages Easy to use Compromises between loss development and expected loss ratio methods Avoid overreaction - doesn’t apply development factors to an unusual claim occurrence Suitable for new or volatile lines of business Can be used with no internal loss history Can also be used with paid data Bornhuetter-Ferguson Method
Disadvantages Highly dependent on expected loss ratio or pure premium Requires development factors Bornhuetter-Ferguson Method
Comparison of Methods Given: Earned Premium = $2,000 Expected Loss Ratio = 70 % Incurred Losses to Date = $750 Development Factor = 2.00 Bornhuetter-Ferguson Method
1) Expected Loss Ratio Method =Earned Premium x Expected Loss Ratio =$2,000 x 70% =$1,400 2) Loss Development Method =Incurred to Date x Development Factor =$750 x 2.00 =$1,500 3) Bornhuetter Ferguson Method = Incurred to Date + Expected Losses x (1-1/Dev. Factor) =$750 + $1,400 x [1 - 1/2.00] =$750 + $700 =$1,450 Bornhuetter-Ferguson Method
Comparison of Methods: Illustration of Tempering Effect Given: One additional “large” claim of $150 Incurred Losses to Date = $900 Bornhuetter-Ferguson Method
1) Expected Loss Ratio Method =Earned Premium x Expected Loss Ratio =$2,000 x 70% =$1,400 2) Loss Development Method =Incurred to Date x Development Factor =$900 x 2.00 =$1,800 3) Bornhuetter Ferguson Method = Incurred to Date + Expected Losses x (1-1/Dev. Factor) =$900 + $1,400 x [1 - 1/2.00] =$900 + $700 =$1,600 Bornhuetter-Ferguson Method
AVERAGE HINDSIGHT METHOD
Summary: Estimate the expected ultimate losses for recent accident years based on “hindsight” average paid values per claim for more mature accident years. Average Hindsight Method
Data Needed Cumulative Paid Loss Triangle Cumulative Closed (Paid) Claim Count Triangle Average Hindsight Method
Steps to project Accident Year 1998 Ultimate Loss (1) Project ultimate losses for AY’s 1994-1997 using paid loss development method (2) Project ultimate claim counts for all AY’s using claim count development (3) Calculate projected payment per claim from 36 months to ultimate (4) Calculate total future payments for AY 1998 (5) Calculate estimated ultimate losses for AY 1998 Average Hindsight Method
Accident Year 1998 - Step 1 Project ultimate losses for AY’s 1994-1997 using paid loss development method Average Hindsight Method
Accident Year 1998 - Step 2 Project ultimate claim counts for all AY’s using claim count development Average Hindsight Method
Accident Year 1998 - Step 3 Calculate projected payment per claim from 36 months to ultimate Average Hindsight Method
Accident Year 1998 - Steps 4 & 5 Calculate total future payments for AY 1998 Calculate estimated ultimate losses for AY 1998 Average Hindsight Method
Steps to Project Accident Year 1999 Ultimate Loss (1) Calculate projected payment per claim from 24 mos. to ultimate (using results from AY 1998 projection) (2) Calculate total future payments for AY 1999 (3) Calculate estimated ultimate losses for AY 1999 Average Hindsight Method
Accident Year 1999 - Step 1 Calculate projected payment per claim from 24 mos. to ultimate (using results from AY 1998 projection) Average Hindsight Method
Average Hindsight Method (2) 1995-1997 ultimates from Slide 24, 1998 ultimate from Slide 32
Accident Year 1999 - Steps 2 & 3 Calculate total future payments for AY 1999 Calculate estimated ultimate losses for AY 1999 Average Hindsight Method
Steps to Project Accident Year 2000 Ultimate Loss (1) Calculate projected payment per claim from 12 mos. to ultimate (using results from AY’s 1998 & 1999 projections) (2) Calculate total future payments for AY 2000 (3) Calculate estimated ultimate losses for AY 2000 Average Hindsight Method
Accident Year 2000 - Step 1 (1) Calculate projected payment per claim from 12 mos. to ultimate (using results from AY’s 1998 & 1999 projections) Average Hindsight Method
Average Hindsight Method (2) 1996-1997 ultimates from Slide 24, 1998 from Slide 32, 1999 from Slide 37
Accident Year 2000 - Steps 2 & 3 Calculate total future payments for AY 2000 Calculate estimated ultimate losses for AY 2000 Average Hindsight Method
Advantages Relatively unaffected by changes in case reserving practices Can easily adjust trend assumptions Allows separate analysis of frequency and severity Disadvantages Sensitive to payment pattern shifts Averages highly variable when only a few claims May be insufficient if business has significantly changed (i.e. retentions dramatically increase) Too “formula-driven” Average Hindsight Method
AVERAGE INCREMENTAL PAID METHOD
Summary: Estimate the expected ultimate losses for recent accident years based on average incremental paid values per claim. Average Incremental Paid Method
Data Needed: Ultimate Claim Counts Incremental Paid Loss Triangle Average Incremental Paid Method
Average Incremental Paid Method Ultimate claim counts derived in average hindsight method - Slide 28
Average Incremental Paid Method 12-24 column = Slide 24, column 3 (24 mos) - column 2 (12 mos)
Steps to Project Ultimate Loss (1) Create triangle of incremental paid losses per ultimate claim (2) Calculate incremental payment trend factors and select projected trend factor (3) Calculate on-level incremental payments (4) Project future payment amounts (5) Calculate estimated ultimate losses Average Incremental Paid Method
Step 1 Create triangle of incremental paid losses per ultimate claim Average Incremental Paid Method