-----BEGIN PRIVACY-ENHANCED MESSAGE----- Proc-Type: 2001,MIC-CLEAR Originator-Name: webmaster@www.sec.gov Originator-Key-Asymmetric: MFgwCgYEVQgBAQICAf8DSgAwRwJAW2sNKK9AVtBzYZmr6aGjlWyK3XmZv3dTINen TWSM7vrzLADbmYQaionwg5sDW3P6oaM5D3tdezXMm7z1T+B+twIDAQAB MIC-Info: RSA-MD5,RSA, ArmL3JINiN1jZScWxpmoVkVbeLwBqcGBgASaMhlTijetOZbIz/Hr0w+h4tHoowFy tFXdmiX6rRB2mvS4cPKvGQ== 0001193125-08-143396.txt : 20080630 0001193125-08-143396.hdr.sgml : 20080630 20080630084720 ACCESSION NUMBER: 0001193125-08-143396 CONFORMED SUBMISSION TYPE: 8-K PUBLIC DOCUMENT COUNT: 13 CONFORMED PERIOD OF REPORT: 20080630 ITEM INFORMATION: Regulation FD Disclosure ITEM INFORMATION: Financial Statements and Exhibits FILED AS OF DATE: 20080630 DATE AS OF CHANGE: 20080630 FILER: COMPANY DATA: COMPANY CONFORMED NAME: PROGRESSIVE CORP/OH/ CENTRAL INDEX KEY: 0000080661 STANDARD INDUSTRIAL CLASSIFICATION: FIRE, MARINE & CASUALTY INSURANCE [6331] IRS NUMBER: 340963169 STATE OF INCORPORATION: OH FISCAL YEAR END: 1231 FILING VALUES: FORM TYPE: 8-K SEC ACT: 1934 Act SEC FILE NUMBER: 001-09518 FILM NUMBER: 08924114 BUSINESS ADDRESS: STREET 1: 6300 WILSON MILLS RD CITY: MAYFIELD VILLAGE STATE: OH ZIP: 44143 BUSINESS PHONE: 4404615000 MAIL ADDRESS: STREET 1: 6300 WILSON MILLS RD CITY: MAYFIELD VILLAGE STATE: OH ZIP: 44143 8-K 1 d8k.htm CURRENT REPORT Current Report

 

 

UNITED STATES

SECURITIES AND EXCHANGE COMMISSION

Washington, D.C. 20549

 

 

FORM 8-K

 

 

CURRENT REPORT

Pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934

Date of Report (Date of earliest event reported) June 30, 2008

 

 

THE PROGRESSIVE CORPORATION

(Exact name of registrant as specified in its charter)

 

 

 

Ohio    1-9518    34-0963169

(State or other jurisdiction

of incorporation)

   (Commission File Number)   

(IRS Employer

Identification No.)

 

6300 Wilson Mills Road, Mayfield Village, Ohio   44143
(Address of principal executive offices)   (Zip Code)

Registrant’s telephone number, including area code 440-461-5000

Not Applicable

(Former name or former address, if changed since last report)

 

 

Check the appropriate box below if the Form 8-K filing is intended to simultaneously satisfy the filing obligation of the registrant under any of the following provisions (see General Instruction A.2. below):

 

¨ Written communications pursuant to Rule 425 under the Securities Act (17 CFR 230.425)

 

¨ Soliciting material pursuant to Rule 14a-12 under the Exchange Act (17 CFR 240.14a-12)

 

¨ Pre-commencement communications pursuant to Rule 14d-2(b) under the Exchange Act (17 CFR 240.14d-2(b))

 

¨ Pre-commencement communications pursuant to Rule 13e-4(c) under the Exchange Act (17 CFR 240.13e-4(c))

 

 

 


Item 7.01 Regulation FD Disclosure.

On June 30, 2008, The Progressive Corporation released a Report on Loss Reserving Practices (the “Report”), which provides a discussion of the loss reserving practices used by Progressive’s insurance subsidiaries. A copy of the Report is attached hereto as Exhibit 99.

Item 9.01 Financial Statements and Exhibits.

(d)  Exhibits.

See exhibit index on page 4.

 

- 2 -


SIGNATURES

Pursuant to the requirements of the Securities Exchange Act of 1934, the Registrant has duly caused this report to be signed on its behalf by the undersigned hereunto duly authorized.

Dated: June 30, 2008

 

THE PROGRESSIVE CORPORATION
By:  /s/ Jeffrey W. Basch
Name: Jeffrey W. Basch
Title:   Vice President and
   Chief Accounting Officer

 

- 3 -


EXHIBIT INDEX

 

Exhibit No.
Under Reg.
S-K Item 601

 

Form 8-K
Exhibit

No.

  

Description

(99)

 

99

   Report on Loss Reserving Practices, dated June 2008

 

- 4 -

EX-99 2 dex99.htm REPORT ON LOSS RESERVING PRACTICES, DATED JUNE 2008 Report on Loss Reserving Practices, dated June 2008
 

Exhibit 99

 

 

  

LOGO


Preface

The artwork1 on the cover of The Progressive Corporation’s 2008 Report on Loss Reserving Practices represents the Loss Reserving practice of segmenting countrywide data into smaller triangles of data. This act of segmentation creates a clearer and more accurate representation of our business across the country.

The primary purpose of this report is to help interested stakeholders better understand our loss reserving process and how it affects our financial results. Reserves in this report refer to loss and loss adjustment expense reserves.

The 2008 Report on Loss Reserving Practices is very similar to the 2007 report. However, we updated financial information throughout the report, and we included our latest process enhancements in Section V.

As the Appendix is a separate document, you can electronically link to it anywhere that you see the blue underlined word: Appendix.

Consistent with Progressive’s culture of self-examination, our analysis of loss reserves demands continuous change and continuous improvement. Each section of this report focuses on a different aspect of our reserving process.

 

 

Section I provides an overview of our financial objectives and results, and explains why accurate reserving is important

 

 

Section II describes how reserve development affects our financial results, and how we have performed relative to our goal of having total reserves that are adequate and develop with minimal variation

 

 

Section III defines the types of reserves, how they are related and how we analyze them

 

 

Section IV describes how and why we estimate our required reserves by segment

 

 

Section V presents the process enhancements we introduced in 2007

 

 

Section VI defines many of the terms we use throughout the report

 

 

Sections VII and VIII in the Appendix present two case studies of segment reserve reviews – one for loss reserves and one for loss adjustment expense (LAE) reserves, including discussion of the issues we consider and the calculations involved

The 2008 Report on Loss Reserving Practices was written by Gary Traicoff, Ryan Byrd, Erin Howard, and Martin Hoehler. Despite the technical nature of our reserve analysis, we strive to make this report as accessible and understandable as possible to a wide audience. We welcome your comments so that we may continue to enhance it. Comments and questions should be directed to Al Neis, Corporate Actuary at The Progressive Corporation, 6300 Wilson Mills Road, Mayfield Village, Ohio 44143 or e-mailed to al_neis@progressive.com.

 

 

1

Artwork for the cover of this report was designed by Martin Hoehler and Marilyn Piendzik


Safe Harbor Statement Under the Private Securities Litigation Reform Act of 1995: Statements in this report that are not historical fact are forward-looking statements that are subject to certain risks and uncertainties that could cause actual events and results to differ materially from those discussed herein. These risks and uncertainties include, without limitation, uncertainties related to estimates, assumptions and projections generally; inflation and changes in economic conditions (including changes in interest rates and financial markets); the financial condition of, and other issues relating to the strength of and liquidity available to, issuers of securities held in our investment portfolios the accuracy and adequacy of our pricing and loss reserving methodologies; the competitiveness of our pricing and the effectiveness of our initiatives to retain more customers; initiatives by competitors and the effectiveness of our response; our ability to obtain regulatory approval for requested rate changes and the timing thereof; the effectiveness of our brand strategy and advertising campaigns relative to those of competitors legislative and regulatory developments; disputes relating to intellectual property rights; the outcome of litigation pending or that may be filed against us; weather conditions (including the severity and frequency of storms, hurricanes, snowfalls, hail and winter conditions); changes in driving patterns and loss trends; acts of war and terrorist activities; our ability to maintain the uninterrupted operation of our facilities, systems (including information technology systems) and business functions; court decisions and trends in litigation and health care and auto repair costs; and other matters described from time to time in our releases and publications, and in our periodic reports and other documents filed with the United States Securities and Exchange Commission. In addition, investors should be aware that generally accepted accounting principles prescribe when a company may reserve for particular risks, including litigation exposures. Accordingly, results for a given reporting period could be significantly affected if and when a reserve is established for one or more contingencies. Reported results, therefore, may be volatile in certain accounting periods.


Table of Contents

 

Section I – About Progressive   

Our Business

   1

2007 Business Highlights

   1

Our Financial Objectives

   1

Relationship Between Loss Reserving and Pricing Functions

   2
Section II – About Reserves and Development   

Definition and Stated Goals

   4

Calendar Year versus Accident Year

   4

Paid Development Patterns

   5

Reserve Development

   6

External Reporting of Reserve Changes and Reserve Development

   9

Internal Reporting of Reserve Changes and Reserve Development

   10
Section III – Types of Reserves   

Loss Reserves

   11

  Case Reserves

   11

  Incurred But Not Recorded (IBNR) Reserves

   13

Loss Adjustment Expense (LAE) Reserves

   15

Salvage and Subrogation

   16

Involuntary Market Operating Loss Reserves

   16
Section IV – Estimating Loss Reserves   

Segmentation of Reserves for Analysis

   18

Projections of Ultimate Losses

   19
Section V – Process Enhancements Introduced in 2007   

Additional segmentation

   21
Section VI – Terms and Definitions    22
Section VII – Case Study: Loss Reserve Review    Appendix
Section VIII – Case Study: Loss Adjustment Expense Reserve Review    Appendix


Section I – About Progressive

Our Business

The Progressive insurance organization (referred to as “Progressive” or the “Company”) began in 1937. Since that time, we have worked hard to continuously improve our products and services. Today, we offer competitive rates and 24-hour, in-person and online services to personal and commercial auto drivers throughout the United States.

We seek to become Consumers’ No. 1 Choice for Auto Insurance through creation of a consumer proposition based on fast, fair and better. The Company predominantly writes insurance for personal and commercial automobiles, as well as motorcycles, recreational vehicles and watercraft. Progressive Insurance is available directly through the Company over the telephone and on the Internet, as well as through more than 30,000 independent insurance agencies that represent the Company and brokerages in New York and California.

2007 Business Overview

The Company ranks third in both the U.S. personal auto insurance market and the U.S. commercial auto insurance market, based on premiums written as of year-end 2007. The Company generated an underwriting profitability of 7.4%. The Company had a 3% decrease in net premiums written, but companywide policies in force, our preferred measure of growth, increased 4%. We announced organizational changes in 2007, which brought our Agency and Direct auto as well as our special lines products, together under one Personal Lines organization. We believe this structure will reduce the cost of redundancy that had developed.

Our Financial Objectives

At Progressive, we measure ourselves against two specific goals designed to maximize the value of our Company. Our most important goal is for our insurance subsidiaries to produce an aggregate calendar year 4% underwriting profit. Second, we seek to grow our business as fast as possible so long as doing so is consistent with our profitability objective and our ability to provide high quality service to our customers. We communicate these two corporate goals to every Progressive employee and work together to achieve them. 2007 resulted in a Return on Shareholders Equity (ROE) of 19.5%2 and a Comprehensive ROE of 17.7%3.

Loss reserving is an activity that is central to the achievement of our goals. It involves estimating the magnitude and timing of future claim payments and adjusting expenses for accidents that have already occurred. These estimates take into account not only claims that are in the process of being settled, but also claims on accidents that have happened but have not yet been recorded by the Company. At year-end 2007, Progressive’s estimated gross loss and LAE reserves amounted to $5.9 billion.

Our financial policies define our allocation of risk, which is the chance that actual events turn out to be significantly different than expected and result in a loss of capital. Our Risk Management

 

 

2 Based on net income.

3 Use of Comprehensive ROE is consistent with the Company’s policy to manage on a total return basis and reflects changes in unrealized gains and losses on securities held in our portfolio. For Progressive, Comprehensive ROE consists primarily of:

[Net income + changes in unrealized security gains, net of tax] / [average shareholders’ equity].

To review all components of Progressive’s Comprehensive ROE, refer to our Consolidated Statement of Changes in Shareholders’ Equity and related Notes in our 2007 Annual Report to Shareholders, which is attached as an appendix to the Company’s 2008 Proxy Statement.

® Net Promoter® is a registered trademark of Satmetrix Systems, Inc.

 

Page 1


area identifies, quantifies, and in some instances manages risks to which Progressive is subject. Our risks are classified into the following three categories:

 

 

Operating – Monitor pricing and reserving discipline

 

Financing – Maintain sufficient capital to support insurance operations

 

Investing – Maintain a liquid, diversified, high-quality investment portfolio

Loss reserving is an operating risk because significant variations in loss reserve estimates affect our operating profit and our ability to price accurately.

Relationship Between Loss Reserving and Pricing Functions

Unlike most industries, insurers do not know their costs until well after a sale has been made. Therefore, one of the most important functions for an insurance company is to set rates, or “pricing.” The goal of our pricing function is to properly evaluate future risks the Company will assume but has not yet written. Estimates of future claim payments are essential for accurately measuring Progressive’s underwriting profit and for determining whether pricing changes are needed to achieve the Company’s underwriting target. Reserve estimates that are too low can lead to the conclusion that pricing is adequate when it is not, so we may fail to achieve our underwriting target in future periods, and we may experience unprofitable growth. Reserve estimates that are too high may lead to inflated prices, potentially limiting competitive opportunities.

Our product-focused business units continue to seek ways to advance the science of rate making to achieve accurate cost-based pricing at the finest level our data will support. This allows us to more accurately match our rates with expected loss costs by risk classification.

The role of the pricing function is to determine rates that are adequate to achieve our profitability goals without being excessive or unfairly discriminatory to consumers. Although the pricing function is very different from the loss reserving function, the data used is consistent among the functions. Typical information that the loss reserving area shares with the pricing organization includes:

 

   

Overall changes in the level of reserves by type of reserve (see Section III)

   

History of claim development and selected ultimate losses by accident period

   

Changes in selected ultimate loss amounts over time

   

Selected severity by historical accident period and resulting trends

   

Selected frequency by historical accident period and resulting trends

   

Changes in actuarially determined case average reserves by age (see Section III)

   

Changes in the level of average adjuster-set case reserve estimates (see Section III)

   

Changes in claim closure rates

   

Changes in the rate of claims closed without payment (CWP rate)

Judgments made by both the loss reserving and pricing areas consider additional issues. Growth and process changes may cause claims to settle faster or slower than previous experience. Changes made by state insurance departments, changes in the mix of business, and changes in the underwriting process may also contribute to unexpected changes in the data.

We use a cost-plus strategy in pricing, beginning with the projected ultimate losses and LAE. The Pricing Department estimates the ultimate losses and LAE for each coverage for the state under review. Their projection methods are similar to those used by the loss reserving area, as described in Section IV.

Trend selections have a significant impact on how much the rates will change. Changes in the average cost of a claim (severity trend), changes in the proportion of insured cars that have a

 

Page 2


claim (frequency trend), and changes in average premium adjusted for current rate levels (premium trend) are analyzed and selected.

The loss reserving team meets regularly with the product management, pricing and claims teams to discuss these issues.

 

Page 3


Section II – About Reserves and Development

Definition and Stated Goals

Reserves are liabilities established on the Company’s balance sheet as of a specific accounting date and are estimates of the unpaid portion of what the Company ultimately expects to pay out on claims. They are estimates of future payments for insured events (claims) that occurred by the accounting date, whether or not those claims have been reported to the Company. These estimates are reported net of the amounts recoverable from salvage and subrogation. Loss reserves are the Company’s best estimate of future payments to claimants, and loss adjustment expense (LAE) reserves are the estimated future expense payments related to claims settlement. The types of reserves are explained further in Section III.

We estimate the needed reserves based on facts and circumstances known at the time of the reserve evaluation. There is inherent uncertainty in the process of establishing property and casualty loss and LAE reserves, caused in part by changes in the Company’s mix of business (by state, policy limit, etc.), changes in claims staffing and claims processes, inflation on automobile repair costs and medical costs, changes in state legal and regulatory environments, and unexpected judicial decisions regarding lawsuits, changes in theories of liability, and interpretation of insurance policy provisions.

 

 

The Company’s goal is to ensure that total reserves are adequate to cover all loss costs while sustaining minimal variation from the time reserves are initially established until losses are fully developed.

 

The Corporate Actuary is accountable for the reserve adequacy and accuracy. The loss reserving area reports to the Corporate Actuary and is part of the corporate finance department. Product management and pricing are in the three marketing areas – Personal Auto, Commercial Auto and Special Lines (RV, motorcycle, boat, etc.). The loss reserving area works closely with the marketing and claims areas to fully understand the underlying data used in our reviews. The Corporate Actuary uses this information to make the reserving decisions independent of the marketing and claims areas.

In order to make the most accurate estimation, we analyze our reserves by “loss reserving segments of business,” which Loss Reserving generally defines by state/product/coverage groupings with reasonably similar loss characteristics, (see Glossary.) Reserve estimation and segmentation are further explained in Section IV, and our analysis of reserves is described in greater detail in the Appendix, which presents reserve reviews for losses and loss adjustment expenses for sample segments, including discussion of the issues we consider during the analysis and the calculations involved.

Calendar Year versus Accident Year

Financial statements report data on a calendar year basis. However, payments and reserve changes may be made on accidents that occurred in prior years, thus not giving an accurate picture of the business that is currently insured. Therefore, it is important to understand the difference between calendar year and accident year losses. (Note that calendar year and accident year concepts may be applied to periods other than annual periods.)

Calendar Period Losses consist of payments and reserve changes that are recorded on the Company’s financial records during the period in question, without regard to the period in which the accident occurred. Calendar period results do not change after the end of the period, even as new claim information develops.

 

Page 4


Accident Period Losses consist of payments and reserves that are assigned to the period in which the accident occurred. Accident period results will change over time as the estimates of losses change due to payments and reserve changes for all accidents that occurred during that period. Projection of ultimate losses by accident period is an important part of the reserve analysis.

Paid Development Patterns

Incurred losses consist of payments and reserve changes, so it is important to understand paid development patterns. The longer a claim is expected to stay open (not settled), the more difficult it is to establish an accurate reserve at the time the accident is reported. Since injury claims tend to take longer to settle than property claims, a company’s total reserve estimates for injury claims are more sensitive to the uncertainties mentioned above, such as changes in mix of business, inflation, and legal, regulatory and judicial issues. As more information is obtained about open claims, the reserves are revised accordingly. The ultimate amounts, however, are not known until the claims are settled and paid.

The following chart compares the time it takes to settle a typical portfolio of bodily injury liability claims versus a typical portfolio of property damage liability claims. Each annual development point represents the cumulative percent of losses paid for accidents that occur in the first year.

Exhibit 1

Paid Development Patterns

Bodily Injury and Property Damage Claims

LOGO

 

Page 5


Reserve Development

Ultimate paid losses and loss adjustment expenses may deviate, perhaps substantially, from point-in-time estimates of reserves contained in the Company’s financial statements. The Company’s actual claims payments in subsequent calendar years may exceed or may be less than the year-end carried loss reserves causing losses incurred by the Company in subsequent calendar years to be higher or lower than anticipated. Changes in the estimated ultimate cost of claims are referred to as development.

There are several ways for reserve development to occur. They are:

 

   

Claims settle for more or less than the established reserves for those claims

   

Adjuster-set reserve estimates on open (reported) claims change

   

Average reserves set by the loss reserving area for open (reported) claims change

   

Unreported claims emerge (i.e., they are reported after the accounting date) at a rate greater or less than anticipated. This can be due to either or both of the following:

  ¡  

The actual number (frequency) of “late reported” claims differs from the estimate

  ¡  

The average amount (severity) of these claims differs from the estimate

   

Loss reserving area’s estimates of future emergence patterns on unreported claims change

   

Salvage and subrogation recoveries are greater or less than anticipated

   

Changes in earned premium affect carried IBNR (incurred but not recorded) reserves, which are calculated as a percentage of earned premium.

Exhibit 2 illustrates Progressive’s reserve development over the past ten years. It shows the booked reserves at each year-end, and the re-estimated reserves at each subsequent year-end (down the column for each original accounting date). The last “diagonal” on the chart (highlighted) represents our evaluation as of December 31, 2007, of reserves for each respective year-end. The difference between the current evaluation (last diagonal) and the original booked amount of reserves in each column represents cumulative reserve development for that accident year and all prior accident years combined. This measures our performance against the goal, stated above, that total reserves are intended to be adequate and to develop with minimal variation.

Exhibit 2

Analysis of Loss and Loss Adjustment Expense (LAE) Development (in millions of dollars)

(unaudited)

 

For years ended December    1997     1998     1999     2000     2001     2002     2003     2004     2005     2006     2007

Loss and LAE reserves, net

   $ 1,867.5     $ 1,945.8     $ 2,200.2     $ 2,785.3     $ 3,069.7     $ 3,632.1     $ 4,346.4     $ 4,948.5     $ 5,313.1     $ 5,363.6     $ 5,655.2

Re-estimated reserves as of:

 

                   

One year later

     1,683.3       1,916.0       2,276.0       2,686.3       3,073.2       3,576.0       4,237.3       4,592.6       5,066.2       5,443.9    

Two years later

     1,668.5       1,910.6       2,285.4       2,708.3       3,024.2       3,520.7       4,103.3       4,485.2       5,130.5      

Three years later

     1,673.1       1,917.3       2,277.7       2,671.2       2,988.7       3,459.2       4,048.0       4,501.6        

Four years later

     1,669.2       1,908.2       2,272.3       2,666.9       2,982.7       3,457.8       4,070.0          

Five years later

     1,664.7       1,919.0       2,277.5       2,678.5       2,993.7       3,475.4            

Six years later

     1,674.5       1,917.6       2,284.9       2,683.7       3,002.5              

Seven years later

     1,668.4       1,921.9       2,287.4       2,688.4                

Eight years later

     1,673.9       1,923.4       2,291.9                  

Nine years later

     1,675.5       1,928.5                    

Ten years later

     1,680.8                      

Cumulative Development:

                      

conservative/(deficient)

   $ 186.7     $ 17.3     $ (91.7 )   $ 96.9     $ 67.2     $ 156.7     $ 276.4     $ 446.9     $ 182.6     $ (80.3 )  

Percent of Orig Reserves

     10.0 %     0.9 %     -4.2 %     3.5 %     2.2 %     4.3 %     6.4 %     9.0 %     3.4 %     -1.5 %  

 

Page 6


The reserves set as of December 31, 2006 were deficient, which means that over the course of 2007, reserves developed unfavorably. In other words, claims cost us more than we originally estimated. Reserves that are conservative can lead to over-pricing, which may limit competitive opportunities. Reserves that are deficient can lead to under-pricing, which may contribute to unprofitable growth. It is important to recognize both favorable and unfavorable development as quickly as possible, so that these inefficiencies are corrected.

As seen in Exhibit 2, 1999 was the only other year in the past decade to show unfavorable reserve development. The favorable reserve development from 1996 through 1998 was primarily due to decreasing bodily injury severity. The reserves established as of the end of each year assumed that the current accident year’s severity would increase over the prior accident year’s estimate. As the experience continued to be evaluated at later dates, the realization of the decreased severity resulted in favorable reserve development. Late in 1998, the Company started experiencing an increase in bodily injury and personal injury protection severity. As a result, the reserve development for 1998 through 2001 has been much closer to our original estimate. The favorable development through year-end 2006 reflected more modest increases in severity than originally estimated. The unfavorable development in 2007 was driven by the unfavorable settlement of several outstanding lawsuits, the emergence of more large losses than expected from prior years, along with the reviews of larger bodily injury and uninsured motorist claims.

Exhibit 2 quantifies the amount of unfavorable development in 2007 at the bottom of the 2006 column, showing $80.3 million (or 1.5% of total reserves) unfavorable development from accident years prior to 2007, which represents 0.6% of our 2007 earned premium.

We make many projections in loss reserve analyses that may change as the claims mature. The least mature claims are those that occurred during the most recent accident year, so the Company believes that the estimated severity for the 2007 accident year is the projection with the highest likelihood of change. For further discussion of the 2007 results, and how they are affected by loss and LAE reserves, see “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in the Company’s 2007 Annual Report to Shareholders, which is attached as an appendix to the Company’s 2008 Proxy Statement.

Note the following points regarding unpredictability in establishing our reserve liability:

 

   

Reserve development on claims that settle more slowly (e.g., bodily injury liability claims) can be highly variable and challenging to evaluate.

 

   

Regardless of how close the initial accident year estimates are, they will never be exactly right, and there will always be development until all claims are settled.

 

   

Years in which we experience significant reserve development in either direction are learning experiences, affording us the opportunity to get better at estimating future reserves.

In addition, loss reserves can only be established for events that have already occurred. Property and Casualty companies cannot establish reserves for catastrophic events that may occur in the future. These events can cause substantial fluctuations in monthly results when they do occur.

 

Page 7


Reserve development influences reported earnings. Current year reported earnings may be under-stated (relative to accidents that occur in the current year) when either or both of the following items occur:

 

   

There is unfavorable development of prior accident years during the current year.

   

Reserves for accidents that occur in the current year are over-estimated (i.e., subsequent evaluation shows favorable development of these reserves in future years).

On the other hand, current year reported earnings may be over-stated when the opposite of these items occurs.

Exhibit 3 shows how reported earnings per share (EPS) are affected by the reserve development in Exhibit 2. It shows the reported EPS and what the EPS would have been if the Company had no reserve development, i.e., if current year earnings were based on only current year accidents. Each year’s adjusted EPS excludes prior accident years’ development during the current year and includes future development of the current accident year, estimated as of December 31, 2007.

The following examples describe this relationship for three of the years shown on the exhibits.

 

   

In 1998, the reported earnings were over-stated. This was mainly due to year-end 1997 reserves (for accident years 1997 and prior) developing favorably during 1998, reducing incurred losses and increasing earnings during calendar year 1998.

 

   

In 1999, the reported earnings were also over-stated. In this case it was mainly due to the under-estimated (deficient) reserves for 1999 accidents.

 

   

In 2000, the reported earnings were under-stated. This was due to a combination of the year-end 1999 reserves (for accident years 1999 and prior) developing unfavorably during 2000, and the reserves for 2000 accidents being over-estimated (conservative).

Exhibit 3

Earnings Per Share*

Impact of Reserve Development

LOGO

*Adjusted for the May 18, 2006 4-for-1 stock split.

 

Page 8


External Reporting of Reserve Changes and Reserve Development

Since reserve changes affect earnings, our monthly earnings releases show actuarial reserve changes by reporting segment (Personal Lines, Commercial Auto and Other) and further by channel (Agency and Direct) for Personal Lines. We also report reserve development monthly, in addition to the quarterly and annual statutory reporting requirements. This information for the current month and year-to-date is included in the “Supplemental Information” section of our monthly earnings releases. The following data is from our December 2007 earnings release and is unaudited:

 

     
   

December 2007 Year-to-Date

($ in millions)

  

Companywide    

Total    

   
   

Net Premiums Earned

     $13,877.4      
   
   

Actuarial Adjustments

          
   

Reserve Decrease/(Increase)

          
   

Prior accident years

     $37.3   LOGO    
   

Current accident year

     (37.1)      
                
   

Calendar year actuarial adjustment

     $0.2      
                
              
   

Prior Accident Years Development

          
   

Favorable/(Unfavorable)

          
   

Actuarial adjustment

     $37.3      
   

All other development

     (117.6)      
                
   

Total development

     $(80.3)      
                
   
   

Calendar year loss/LAE Ratio

     71.5      
                
   

Accident year loss/LAE Ratio

     70.9      
                
                      

The table shows that we decreased our loss and LAE reserves during 2007 by $0.2 million as a result of regularly scheduled actuarial reviews. Each month, we generally complete between 50 and 100 reviews, representing about 25% of our total amount of reserves. Some reviews result in increases to the carried reserves while others result in decreases. The total change is reported as “Actuarial Adjustments” in the table. A reserve decrease is shown as a positive value on the earnings report because it increases our earnings for the reporting period.

Reserve changes that impact 2007 accident-year claims totaled $37.1 million, while reserves for claims in prior accident years were decreased by $37.3 million. However, this actuarial reserve decrease, which applies to claims in prior accident years, makes up a portion of the prior year development.

As stated earlier in this section, favorable or unfavorable development is due to a combination of factors. The actuarial adjustment of $37.3 million favorable includes changes to averages on open claims, and the estimated emergence of claims that were unreported as of prior year-end. The “all other development” of $117.6 million unfavorable includes claims settling for more or less than the established reserves, changes to adjuster-set reserve, actual emergence of claims that were different than the expected emergence, and salvage and subrogation recoveries greater or less than expected.

The total prior accident years’ development listed above ties back to the “cumulative development” listed in Exhibit 2. Through December 31, 2007, including both actuarial adjustments and all other development, the total prior accident years’ development was unfavorable by $80.3 million. In other words, with updated information as of December 31, 2007,

 

Page 9


we estimated that our reserves as of December 31, 2006, should have been $80.3 million higher than they were.

The $80.3 million unfavorable prior accident years’ development as of December 31, 2007 is included in our current calendar year results. As a result, our current calendar year incurred loss and LAE ratio of 71.5 is higher than our current accident year incurred loss and LAE ratio of 70.9. The difference of .6 points reflects the $80.3 million unfavorable development through December 31, 2007, divided by the net earned premium of $13,877.4 million for the same period.

Reserve changes made as a result of actuarial reviews are intended to keep our current reserve liability adequate for the business reviewed. We change the reserves for the reviewed business based upon current information and our projections of expected future development. This is not the same as the aggregate development of prior year-end reserves.

Internal Reporting of Reserve Changes and Reserve Development

After completing each segment review, loss reserving analysts send summaries of the reviews to all affected areas of the Company. The loss reserving group meets with product management, pricing, and claims to exchange information regarding development, trend and other issues considered in arriving at the reserve change. Their participation allows Loss Reserving to better understand changes in processes and business operations that may be affecting the underlying paid and incurred data. Incurred data includes paid data, as well as reserve activity.

To help product management understand the case reserve changes shown on their income statements, we provide monthly “Decomposition (Decomp) Reports” that summarize the changes in the following categories. (Note that these terms are explained in Sections III and VI.)

 

   

Features that closed

   

Features that opened (including reopened features)

   

Changes in reserve averages on new features (due to loss reserving)

   

Changes in reserve averages on open features (due to loss reserving)

   

Inflationary impact on open features (inflation factor applied to average reserves)

   

Aging of open features (features moving to the next age grouping)

   

Changes from adjuster-set to average reserve (reserve amount changes from above threshold to below threshold)

   

Changes from average reserve to adjuster-set (reserve amount changes from below threshold to above threshold)

   

Changes in adjuster-set reserves (reserve amount changes, but stays above threshold)

   

Changes due to resegmentation of data

The business units are also provided with updated information regarding the impact of prior accident years’ development on their current calendar year results. We track case reserve development (on claims recorded as of the prior year-end) separately from IBNR reserve development (on claims not recorded as of the prior year-end). This allows us to retrospectively test our prior assumptions and apply that knowledge in future judgments. It also helps the business managers better understand how their earnings are affected by reserve development.

 

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Section III – Types of Reserves

Reserves are considered an operating liability on our balance sheet. At the end of 2007, we reported a $5.9 billion reserve liability ($5.7 billion net of reinsurance) on our balance sheet. We separate reserves into two categories: loss and loss adjustment expense (LAE). While each of these two reserve categories is reported in aggregate on the balance sheet, when we analyze the reserves, we further break them into two distinct types: case and IBNR. In this section, we discuss these reserve types and how we evaluate them to achieve a total reserve balance as accurate as possible.

Exhibit 4 illustrates the types of reserves as a percent of our total reserve liability as of December 31, 2007. Eighty-one percent of our reserve liability (Loss case + Loss IBNR) was set aside to pay claimants while 19% of our reserve liability (LAE case + LAE IBNR combined) was established to accommodate costs associated with adjusting those claims. These costs are described in more detail later in this section.

LOGO

 

Loss Reserves  

 

 

We evaluate our total indicated loss reserve need by sorting and analyzing claims by accident date. This analysis, discussed in detail in Section VII of the Appendix, is completed concurrently with the evaluations of case and IBNR reserves for the same segmentation of business.

Case Reserves

Loss case reserves represented 65% of our total carried reserves at December 31, 2007. Case reserves are estimates of amounts required to pay claims that have already been reported and recorded into Progressive's systems, but have not yet been fully paid. We evaluate our indicated case reserve need, as discussed in Section VII of the Appendix, by sorting and analyzing claims by record date, or the date the claim was recorded by the Company.

For each open claim, the case reserve that is carried on the Company’s books (the financial reserve) is either an average reserve (determined by the loss reserving area) or an adjuster-set reserve.

Average Reserves:   All open claims estimated to cost the Company less than a predetermined dollar threshold (explained below) are assigned an average reserve, regardless of the individual claim characteristics. When a claim is first recorded by the Company, there may not be enough

 

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known about the claim for an adjuster to determine its severity. The use of average reserves allows claims personnel to concentrate their efforts on adjusting claims rather than merely accounting for them. Also, average reserves are not as affected by changes in claims processes, and they provide more accurate financial reporting in aggregate.

The loss reserving department determines the average reserves, which vary by segment. In the months that a segment is not reviewed, an inflation factor is applied to the average reserves. The inflation factor is generally based upon our projected severity trend from the segment’s most recent actuarial analysis.

Once an average reserve is assigned to a claim, we monitor the age of a claim. The age of a claim is defined as the length of time from the accident date to the current accounting date. More severe bodily injury claims tend to remain open longer than less severe claims and tend to be more expensive due to litigation, medical treatments, etc. In order to recognize this cost differential, the average reserve increases as the claim ages. However, the averages for property damage, comprehensive, and collision claims are not increased for age since they tend to settle more quickly, and the length of time since the accident is not normally related to their severity.

Adjuster-Set Reserves:   Our objective is to use the average reserve for claims with a more predictable level of severity. However, the ultimate cost for claims above a predetermined dollar threshold (which may differ by coverage) can vary significantly depending on individual claim characteristics. For claims above the threshold, our financial reserves include the adjuster-set reserve rather than the average reserve.

The adjuster-set reserves more accurately estimate the ultimate liability for claims in excess of the threshold because the adjusters have typically spent a great deal of time on these larger claims and understand their unique characteristics. While only about 3.1% of our total open claim count for personal auto bodily injury is above the current threshold, these claims represent about 28% of our total personal auto bodily injury case reserve liability (as of year-end 2007).

Additional Needed Case Reserves (ANCR):   We carry additional needed case reserves (ANCR) to cover expected future emergence and development for the loss layer above the threshold. These are actuarially determined reserves that are allocated across segments using ANCR factors which are applied mechanically to each claim. This process is not intended to improve the accuracy of individual claims, but to establish the total needed reserves for this loss layer.

ANCR factors vary by segment and by age, and are applied to bodily injury and uninsured/underinsured motorist bodily injury reserve estimates in excess of the applicable threshold. These factors decrease as the claims age because the need for this reserve diminishes as more claims emerge into this layer and the adjusters have more information regarding their value. We determine the ANCR during our review process by analyzing the development of claims over the threshold.

Example:   Exhibits 5 and 6 illustrate the life of a hypothetical auto bodily injury claim. When the claim was originally recorded, we assigned the actuarially determined average reserve of $5,829. As the claim aged from the time it was recorded in February through the end of September, the average reserve changed due to inflation, results of actuarial reserve reviews and aging. Over this same period of time, the adjuster increased the reserve estimate (red line) multiple times as more information was obtained about the claim. When the adjuster’s estimate multiplied by the ANCR factor exceeded the sample threshold of $75,000, the financial reserve changed from an average reserve to an adjuster-set reserve.

 

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Exhibit 5  

 

 

Example of Case Reserving Over the

Life of a Large Bodily Injury Claim

Private Passenger Automobile

Policy Limit = 300,000

Threshold = 75,000

State XYZ

Inflation Factor = 6% per year

(Excludes Loss Adjustment Expense)

 

  Month-End       Transaction  
Date
  Claim Activity   Age of Claim 
(months)*
  Adjuster Estimate
of Claim Amount
  Case Reserve
Carried on
Company Books  
  Amount  
Paid
  Explanation of Reserve Change
         

Jan-06

  1/5/06   Accident Occurs  

 

N/A

N/A

  IBNR   0

0

  Aggregate amount based on factor of EP for Segment
    2/12/06   Claim is Reported     N/A       0   Claim is in “Pipeline”; Still IBNR
    2/15/06   Claim is Recorded     N/A     0   No estimate yet made by adjuster

Feb-06

            N/A   5,829   0   Actuarially determined Average Reserve for 1-2 mo. Age group

Mar-06

            N/A   7,121   0   Aging to 3-4 mo. Age group & Inflation

Apr-06

            N/A   7,157   0   Inflation
    5/20/06   Adjuster sets up reserve     30,000       0   This is below the Effective Threshold**

May-06

            30,000   8,391   0   Actuarial review & Aging to 5-6 mo. Age group

Jun-06

            30,000   8,433   0   Inflation

Jul-06

            30,000   9,789   0   Aging to 7-12 mo. Age group & Inflation
    8/10/06   Adjuster revises estimate     50,000       0   This is below the Effective Threshold**

Aug-06

            50,000   10,250   0   Actuarial review revised Averages

Sep-06

            50,000   10,301   0   Inflation
    10/25/06   Adjuster revises estimate    10   70,000       0   ANCR Factor for 7-12 mo. Age group = 1.25

Oct-06

          10   70,000   87,500   0   (70,000) X (1.25) is greater than 75,000

Nov-06

          11   70,000   87,500   0    

Dec-06

          12   70,000   87,500   0    

Jan-07

          13   70,000   80,500   0   ANCR Factor for 13-24 mo. Age group = 1.15

Feb-07

          14   70,000   80,500   0   (70,000) X (1.15) is still greater than 75,000
    3/10/07   Adjuster revises estimate    15   80,000       0    

Mar-07

          15   80,000   92,000   0   (80,000) X (1.15)

Apr-07

          16   80,000   92,000   0    

May-07

          17   80,000   88,000   0   Actuarial review revised ANCR Factor to 1.10

Jun-07

          18   80,000   88,000   0   (80,000) X (1.10)
    7/15/07   Claim is Paid   19   90,000       90,000    

Jul-07

          19   N/A   0   90,000   Claim is Closed

 

* Age = [(# days since accident) / (30 days)] rounded up to the next whole number
**  Effective threshold is (75,000) / (ANCR factor for age of claim)

 

 

Exhibit 6  

 

 

Example of Case Reserving Over the

Life of a Large Auto Bodily Injury Claim

Accident Occurred in January, 2006

Recorded in February, 2006

Claim Settled in July, 2007 for $90,000

LOGO

Incurred But Not Recorded (IBNR) Reserves

We establish a reserve for claims that have occurred, but have not been reported by the claimants or recorded by the Company as of the accounting date. Incurred But Not Recorded (IBNR) Reserves are estimates of the amounts needed to pay these claims. At year-end 2007, the loss IBNR reserves were 16% of our total carried reserves.

The IBNR reserve need is evaluated by the same segmentation process used for case reserves. We perform this analysis by sorting historical claims according to the time lag between the accident dates and the dates that these claims were recorded by the Company. The case study in Section VII of the Appendix shows a detailed IBNR reserve analysis.

 

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Late reported claims are evaluated to determine the estimated ultimate losses for each accident quarter within each lag period. For example, “lag 1” consists of claims for which the accidents occurred during one quarter but were not recorded until the next quarter. Similarly, “lag 2” consists of all claims for which the accidents occurred during one quarter but were recorded by the Company two quarters later. “Lag 0” claims were recorded in the same quarter they occurred.

Exhibit 7 below shows our approximate percent of recorded features by record quarter lag for personal auto bodily injury. This exhibit shows that about 85% of our features are reported by the claimant and recorded in our systems by the end of the quarter in which they occurred. However, about 15% of the features have not been recorded by the end of the accident quarter and we therefore need to estimate IBNR reserves for these claims.

Exhibit 7

Countrywide Personal Auto Bodily Injury

RECORDED FEATURE COUNT

 

Lag Quarters*

  

Incremental %

 

Cumulative %

Lag 0

   84.9%   84.9%

Lag 1

   11.1%   95.9%

Lags 2-3

   2.0%   98.0%

Lags 4-6

   1.1%   99.1%

Lags 7-9

   0.6%   99.7%

Lags 10+

   0.3%   100.0%
* Record Quarter = Accident Quarter Plus Lag

LOGO

The reserve analysis develops estimated IBNR factors based on the needed reserves by age divided by the earned premium for each age group. The carried IBNR reserves are calculated at the end of each month (by segment) by applying these IBNR factors to trailing periods of earned premium for the past three to four years. For most coverages the largest IBNR factors are applied to the premium in the most recent accident quarters because of their greater IBNR reserve need. The IBNR reserves change with our premium volume, allowing these reserves to keep up with growth, inflation, business mix, etc.

 

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Loss Adjustment Expense (LAE) Reserves

 

 

In addition to loss payments (which indemnify claimants), the Company incurs expenses in the process of settling claims. Therefore, we need to establish a reserve liability to cover estimated loss adjustment expenses (LAE) as loss reserves develop. There are two categories of LAE: Defense and Cost Containment (DCC) and Adjusting & Other (A&O).

 

Defense and Cost Containment includes all defense, litigation and medical cost containment expenses, including in-house counsel. We evaluate the total indicated DCC expense reserve need by sorting and analyzing these expenses by accident date, similar to how we review the needed loss reserves. Concurrently, the DCC expenses are split into “Attorney and Legal” and “Medical and Other” components and analyzed separately.

 

 

Adjusting & Other includes all other claims adjusting expenses, whether internal or external to the Company. A&O consists of fees, salaries and overhead expenses of those involved in a claim adjusting function, as well as other related expenses incurred in determination of coverage. We evaluate our total indicated A&O reserve need by comparing the ratios of adjusting and other expense payments with loss payments over the past several calendar quarters. Data is analyzed by calendar quarter as we feel the activity and cost in adjusting claims will be consistent with past calendar period activities regardless of the accident date of the loss. The selected ratios are applied to the loss reserves and then modified to derive indicated A&O expense reserves.

 

At year-end 2007, the Loss Adjustment Expense (LAE) reserves were 19% of our total carried loss and LAE reserves. Similar to loss reserves, we carry case reserves for Defense and Cost Containment (DCC) and Adjusting and Other (A&O) expenses by applying selected averages to each open feature. Also, for DCC we carry the adjuster-set reserve if it exceeds a certain threshold. (This occurs with much less frequency than for loss.) Similar to loss IBNR reserves, carried IBNR reserves for DCC and A&O expenses are calculated as a percentage of the trailing earned premium for each respective segment.

Analysis of needed DCC and A&O expense reserves are performed independently. For each state, we review personal auto DCC bodily injury reserves and all A&O reserves by line coverage twice per year. Section VIII of the Appendix contains a case study of our LAE reserve analysis.

 

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Salvage and Subrogation 

 

 

Accounting principles generally accepted in the United States of America (GAAP) require that loss reserves be stated net of anticipated salvage and subrogation recoveries. Statutory accounting principles (SAP) allow reserves to be reduced by the expected recovery amounts, but do not require it. We report our SAP loss reserves net of anticipated salvage and subrogation recoveries.

Salvage: Progressive generally assumes the title to a vehicle when it is declared a total loss. We then sell the vehicle to a salvage dealer, and these proceeds are referred to as salvage recovery. Salvage is most relevant in analyzing the needed reserves for collision claims.

Subrogation: When a Progressive policyholder is involved in an accident in which the other party is at fault or partially at fault, he/she may submit the claim to us. When we pay that claim, we obtain our policyholder’s right to recover damages from the at-fault party (usually the at-fault party’s insurance company). Subrogation is most relevant for collision (damage to vehicles) and personal injury protection claims in many no-fault states.

As we collect salvage or subrogation from third parties, it reduces our net paid and incurred loss amount for that claim. We analyze our claims data net of these recoveries; therefore our estimated ultimate loss amounts are net of anticipated salvage and subrogation. Since most of our recoveries are realized after claims have been closed, we carry negative IBNR reserves on the Company’s books for anticipated salvage and subrogation.

 

 

Involuntary Market Operating Loss Reserves 

 

Progressive is required by the laws of most states to participate in involuntary market plans. Below we discuss the two major types of involuntary market plans in which we participate.

Private Passenger Assigned Risk Plans: State insurance regulations require us to participate in various assigned risk plans. Applicants who cannot obtain insurance in the voluntary market are assigned proportionately by the volume of written exposures or vehicles among the insurers licensed in that state. Generally, an operating loss is expected on these assignments. Participation requirements in assigned risk plans differ from state to state.

The reserves that we carry for the assigned risk plans comprised less than one-tenth of one percent of our total net carried reserves at year-end 2007. However, since this is a unique type of exposure, we evaluate it separately.

The process of determining the assigned risk reserve for a state is as follows:

 

 

Determine Progressive’s estimated portion of the assigned risk pool by multiplying our projected market share by the estimated future size of the assigned risk pool in that state

 

Reduce this by any credits a state may allow such as voluntarily writing policies that would have otherwise been considered assigned risk-type business

 

Estimate the operating loss that we expect to incur from this business

 

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Commercial Auto Insurance Procedure/Plan (CAIP): Progressive is also required in most states to share in the operating results of the involuntary commercial auto insurance procedures/plans, generally known as CAIP. Due to the more complex nature of commercial business, these procedures/plans do not assign policies to specific insurance companies. Instead, a small number of carriers service the business but generally do not bear underwriting risk. The servicing carriers transfer the insurance risk, or cede 100% of the business, to the state CAIP pools. These pools then retrocede the experience of the plan to all companies in proportion to their share of the commercial automobile voluntary market for each respective state.

 

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Section IV – Estimating Loss Reserves

For loss reserve review purposes, we divide our book of business into smaller groups of data known as segments. A segment is generally defined by a state/product/coverage grouping with reasonably similar loss characteristics. During a reserve review we generally estimate the ultimate loss amounts for the past seven accident years using six different projections. We may use additional techniques if there are wide variations between the six projections or if underlying process changes make those projections less reliable. To estimate the required reserve balance (i.e., unpaid losses) for the segment, we subtract the payments we have already made on claims that occurred during that same period. We change the reserve level for that segment based upon this review.

In this section we discuss segmentation, and describe the projections we consider in the review. The Appendix contains case studies that show more details involved in the segment reviews, including the calculations and the issues involved. However, the application of judgment is a key component of our reserve analysis. This is especially true in a dynamic environment such as we have experienced at Progressive, in which changes in mix of business (e.g., by policy limit and geographic area) can be significant.

Segmentation of Reserves for Analysis

Segments are identified to allow us to review reserve needs at the most detailed level our data supports, and provide us with the ability to identify and measure variances and trends in severity and frequency. They also allow us to identify process changes within states/regions, which helps us to understand changes within the underlying data and to reflect them in the reviews. Each segment is required to have enough data to deliver reliable (credible) results. Our objective is to achieve adequacy in the reserve levels with minimal variation for each segment. This enhances the accuracy of our financial reporting, supports the income statements of our business units, and allows us to make better business decisions.

The projection of frequency for the lines of business we write is usually stable, and actual frequency experienced will tend to vary depending on the change in the mix of classes of drivers we insure. The severity experienced by the Company is more difficult to estimate, and it is affected by changes in underlying costs, such as medical costs, jury verdicts, etc. In addition, severity will vary relative to the change in the Company’s mix of business by policy limit.

Internal and external considerations are better understood at the state level than at a more macro countrywide level. Internal considerations that are process related may result from changes in the claims organization’s activities including claim closure rates, the number of claims that are closed without payment, and the level of estimated needed case reserves by claim. External considerations include the litigation environment, regulatory and legislative actions, state-by-state changes in medical costs, and the availability of services to resolve claims.

Many states are large enough that we can look at the data by state, while other states are so large that we can segment the data into regions within the state. For states in which the underlying data is not large enough to be credible, we may combine states with similar loss characteristics and review them together. However, due to our volume, we now review each state separately for personal auto bodily injury loss reserves. Even though a few of these states may be considered too small to have fully credible data, we feel there is value in studying and interpreting each individual state’s trends and development. Exhibit 8 is a map showing how we currently segment our loss reserve reviews for personal auto bodily injury. We continually look at ways to further segment our reviews to add value to our process.

 

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Exhibit 8

2007 Personal Auto BI Loss Reserve Segments

LOGO

With respect to personal auto bodily injury coverage, we analyze loss data related to policies with higher limits (greater than or equal to $100,000 per person) separately from loss data related to policies with lower limits (less than $100,000 per person). It is valuable to analyze these two groups of segments, as they tend to have different severity, frequency and loss development patterns. We also split the data by policy limit for our commercial auto bodily injury analyses, but that split is at the $500,000 policy limit. As the need to further analyze expenses at a finer breakout by limit presents itself, we have structured these more in-depth reviews. In addition, we separately analyze specialty business from light local business. Each identified segment is reviewed annually, semiannually or quarterly depending on the size, the volatility, and other unique aspects of the individual segment.

Loss adjustment expense (LAE) reserves are analyzed at a level of segmentation using many of the same considerations as loss reserves. Since the volume of LAE reserves is much less than that of loss reserves, we combine some of the states for DCC reviews of coverages other than bodily injury. This produces more credible results. A&O is reviewed by state for all line coverage. As mentioned earlier, all LAE segments are evaluated at least once per year, generally twice.

Projections of Ultimate Losses

Our standard procedures are to review the results of six different projections in order to determine if a reserve change is required. Three of the six projections use paid data and the other three projections use incurred data (payments plus reserves). There are strengths and weaknesses to each of the projections. In the event of a wide variation between results generated by the different projections, we further analyze the data using additional techniques.

The six standard projections we use to estimate ultimate losses are:

 

1. Amount Paid, in which we organize the total loss dollars paid by accident period and age of development into a triangular format and project them to estimated ultimate amounts. We base our selections of future loss development largely on the historical development of prior periods.

 

Page 19


2. Average Paid, in which we organize the paid severity (average amount paid per feature) by accident period and age of development into a triangular format and project the severities to estimated ultimate levels. Ultimate loss amounts are then calculated as the ultimate severities multiplied by the estimated ultimate number of features to be paid.

 

3. Bornhuetter-Ferguson Paid, which uses the paid loss development pattern to determine the percent unpaid. We apply the percent unpaid to the expected ultimate loss amount to arrive at the expected unpaid amount, which is added to actual losses paid-to-date.

 

4. Amount Incurred, in which we organize the total loss dollars incurred by accident period and age of development into a triangular format and project them to estimated ultimate amounts. We base our future loss development largely on the historical development of prior periods.

 

5. Average Incurred, in which we organize the incurred severity (average amount incurred per feature) by accident period and age of development into a triangular format and project the severities to estimated ultimate levels. Ultimate loss amounts are then calculated as the ultimate severities multiplied by the estimated ultimate number of features to be paid.

 

6. Bornhuetter-Ferguson Incurred, which uses the incurred loss development pattern to determine the percent not yet recorded. We apply the percent unrecorded to the expected ultimate losses to arrive at the expected unrecorded amount, which is added to actual losses incurred-to-date.

The three paid projections — amount paid, average paid and Bornhuetter-Ferguson paid — all use paid loss data. The paid projections estimate growth and development of claims in an accident period by looking at the paid development of earlier accident periods. This assumes that past paid loss development is a predictor of future paid loss development. The primary strength of using paid data is that it removes the potential for distortions that may be created by including estimated data. The drawback is that it is more difficult to accurately project ultimate losses in the most recent periods under review. For example, with longer-tailed lines of insurance such as bodily injury, the early development periods are more volatile because a large proportion of the payments are made later, as was illustrated in Exhibit 1 of Section II. Accurate paid projections also depend heavily on consistent claims closure or settlement practices. If the closure rate changes, the paid projections could be misleading. In addition, shifts in mix of business (e.g., changes by policy limit) are not as readily identified in paid development as in incurred development.

The three incurred projections — amount incurred, average incurred and Bornhuetter-Ferguson incurred — use paid losses plus case loss reserves in each accident period. They assume that historical incurred loss development will be predictive of our future incurred loss development. The primary strength of using incurred data is that we can make use of reserve estimates for open claims. These estimates are based on the judgment of claims adjusters in addition to our prior actuarial reviews. This is especially critical when estimating ultimate losses for longer-tailed claims such as bodily injury. The drawback of using incurred data for projection is that it depends heavily on consistent adjuster reserve estimates. The incurred projections could be distorted if the average adjuster reserve adequacy fluctuates over time.

We identify changes in closure rates and average adjuster reserve levels through our segmentation and also through discussions with management. We adjust for these changes in our projections of losses. The case study in Section VII of the Appendix includes more thorough explanations of how changes in the closure rate affect paid loss development, and how changes in average adjuster reserves affect incurred loss development.

 

Page 20


Section V – Process Enhancements Introduced in 2007

We develop and maintain our loss and loss adjustment expense reserve analysis models internally, giving us the flexibility to incorporate enhancements into our analysis and communication process regularly. We make many minor enhancements to our process throughout the year.

Our segmentation process is described in Section IV. We continually look at ways to enhance our segmentation so the reserves carried more accurately reflect the experience of each loss reserving segment. For instance, as of 2007, we now review A&O individually for all states and line coverages.

In 2007, our enhancements centered on the segmentation and number of reviews performed. Currently, we are looking at enhancing our reviews with more bodily injury breakouts along with adding to the IBNR analysis to project frequency and severity separately regarding our late emergence.

In 2007, we reviewed 600 loss reserving segments of business over 1200 reviews.

 

Page 21


Section VI – Terms and Definitions

Accident period losses:  Losses for each accident are assigned to the period in which the accident occurred. Accident periods used in our analysis are generally three months (accident quarter), six months (accident semester), or twelve months (accident year). Payments and reserve changes, regardless of when they are made, are assigned to that same period in which the accident occurred. Therefore, accident period results will change over time as the losses develop.

Additional Needed Case Reserves (ANCR):  See Case reserves.

Adjuster-set reserves:  See Case reserves.

Adjusting & Other (A&O) expense:  A component of loss adjustment expense. A&O expenses include all claims adjusting expenses (whether internal or external to the Company) that are not included in Defense and Cost Containment (DCC). This category includes fees and salaries of those involved in a claim adjusting function, and other related expenses incurred in determination of coverage.

Assigned Risk:  People unable to obtain auto insurance in the voluntary market apply for coverage in the state automobile plan. In most cases, the insurance coverage is not actually provided by the state but instead is “assigned” to an insurance company. Each insurance company must accept a proportionate share of these risks.

Average reserves:  See Case reserves.

Bodily Injury (BI) liability coverage:  Legal responsibility arising from injury or death to another person. In most states, this is a mandatory coverage. Each state mandates the minimum required limit. BI coverage pays when our insured is liable for an accident in which another party is injured.

Bornhuetter-Ferguson method:  The “BF” method is an actuarial methodology that smoothes the projected ultimate losses between a pure incurred or paid development method and an expected loss ratio (or expected pure premium) method.

Calendar period losses:  Payments and reserve changes which are recorded in the Company’s financial system during the period in question, without regard to the period in which the accident occurred or was recorded. Calendar period results do not change after the end of the period, even as new claim information develops.

Case reserves:  Estimates of amounts required to settle claims that have already been reported but have not yet been fully paid. Case reserves represent the largest portion of the reserves for automobile insurance products.

 

   

Additional Needed Case Reserves (ANCR):  An actuarially determined reserve intended to cover expected future emergence and development of claims above the threshold.

 

   

Adjuster-set reserves:  The claims adjuster’s best estimate of how much a specific claim will cost. Only claims estimates above a specified threshold are included in financial reserves. All adjuster estimates are included in the actuarial reserve analyses.

 

   

Average reserves:  When the adjuster estimate for a feature is below a predetermined threshold, the financial case reserve is the average reserve. These are determined by the loss reserving area and vary by segment. Within each

 

Page 22


 

segment, they may also vary by age (months since the accident occurred), policy limit, and geographic area.

 

   

Financial reserves: The case reserves carried on the Company’s financial records. Below a predetermined dollar threshold, the average reserve developed by the loss reserving area is used. The adjuster-set reserve multiplied by an ANCR factor is used if it exceeds the threshold.

Catastrophe:  A term applied to an incident, storm or series of related incidents resulting in a significant number of claims with a combined cost totaling more than $25 million in property damage for the insurance industry.

Cede:  To transfer liability, or a portion of it, in connection with a risk from the original or primary insurer to a reinsurance entity (e.g. a reinsurance company or JUA).

Claim:  A demand for payment by an insured or an alleged third party under the terms and conditions of an insurance contract.

Claimant:  Usually refers to one who makes a claim.

Closed Without Payment (CWP):  A claim that was reported, did not require a loss payment, and is now closed. Note that there can be loss adjustment expenses for a CWP claim.

Closure rate:  The number of claims from a specific accident period which are closed with payment at a specific evaluation date, divided by the estimated ultimate number of claims to be paid for that accident period.

Collision coverage:  A coverage of the automobile insurance policy that indemnifies the insured when his/her automobile is damaged due to physical contact with another object (except a bird or animal), or due to upset (e.g., overturning).

Combined ratio:  The sum of the loss and loss adjustment expense ratio and the expense ratio. This represents the percentage of each premium dollar an insurer spends on claims and expenses. A combined ratio less than 100% indicates an underwriting profit, while a combined ratio in excess of 100% indicates an underwriting loss.

Comprehensive coverage:  A coverage of the automobile insurance policy that pays for damages to the insured’s vehicle due to any cause (except collision), including damage due to windstorm, hail, theft, falling objects, explosion, riot, glass breakage and other causes of loss.

Credibility:  A statistical measure of the ability to infer generalizations from a data sample. Credibility increases as sample size increases or variability within the sample decreases.

Decomposition (Decomp) reports:  Monthly internal management reports that decompose the financial case reserve changes into categories that explain the reasons for the changes.

Defense and Cost Containment (DCC) expense:  A component of loss adjustment expense. DCC includes expenses related to defense, litigation and medical cost containment whether internal or external to the Company. DCC expenses include but are not limited to accident investigation, surveillance, litigation management, and fees of attorneys and others if working in defense of a claim.

Development:  Change in the estimated or actual losses or reserves over subsequent evaluations. When compared to expectations or prior estimates, it is referred to as either favorable or unfavorable development, based on whether the estimate has decreased or increased.

 

Page 23


Development factor:  The quotient of the paid or incurred value for an accident or record period evaluated at time “t” divided by the value for that same accident or record period evaluated at time “t-1.”

Diagonal:  The cumulative or incremental values or factors for all accident or record periods being evaluated as of a common date. If we are evaluating accident semester paid losses at 6-month intervals, then the last diagonal of the paid loss triangle is made up of the cumulative paid loss amounts for each accident semester as of the most recent evaluation date. The development of that last diagonal would be the paid losses during the last six calendar months for each accident semester. (Also see Triangle).

Earned car year:  An exposure unit that is the basic rating unit underlying an auto insurance premium. One automobile insured for a period of twelve months is one earned car year.

Earned premium:  That part of the premium proportional to the segment of time a policy has been in force. It is the premium for protection actually provided during the experience period.

Emergence:  Generally used in the context of IBNR reserves, it refers to the recording of claims (or dollar amount of the claims) after the date of the accident, usually into at least the next quarterly or annual period. For example, if an accident occurred in October 2002 and it was recorded in February 2003, it was part of the estimate of IBNR at year-end 2002, and it emerged in the first quarter of 2003.

Expense ratio:  The sum of all underwriting and operational expenses divided by premium. These expenses include such items as commission, acquisition expenses, general expenses, and taxes, but not loss adjustment expenses.

Exposure:  A measure of the risk of loss and the basic rating unit underlying an insurance premium. The unit of exposure will vary based upon the characteristics of the insurance coverage involved. For automobile insurance, one automobile insured for a period of twelve months is one earned car year or one exposure.

Feature:  The smallest divisible part of a claim. This is a loss on one coverage for one person. Often a claim will involve multiple features. It can involve multiple coverages, such as bodily injury (BI), property damage (PD), and Collision; and/or it can involve multiple claimants for the same coverage (e.g., two injured parties).

Financial reserves:  See Case reserves.

Frequency:  Number of features divided by exposure count. If one exposure is defined as one earned car year, then frequency is a measure of the proportion of insureds that have a claim in a year.

Incurred But Not Recorded (IBNR) reserves:  These are estimates at a given evaluation date of amounts that will be needed to settle claims that have already occurred but have not yet been recorded by the Company.

Incurred losses:  The sum of payments and reserve changes for claims.

Indication:  An actuarial estimate, based upon analysis of the data.

Lag:  Generally used in the context of IBNR reserves, it refers to the period of time from the date of the accident or occurrence to the date the claim is recorded on the Company’s books. The data is grouped into quarterly lag periods for analysis of IBNR reserves.

 

Page 24


Light Local commercial auto vehicles:  Commercial vehicles that generally have a gross vehicle weight under 26,000 pounds. These vehicles are used in the insured’s business but are not the primary source of revenue for their business.

Loss Adjustment Expenses (LAE):   Expenses related to claim settlement.

Total Loss Adjustment Expenses (LAE) =

[Defense and Cost Containment (DCC) expenses] + [Adjusting & Other (A&O) expenses]

Loss Adjustment Expenses (LAE) ratio:  LAE expenses divided by earned premium.

Loss ratio (Incurred loss ratio):  Incurred losses divided by earned premium.

Loss Reserving Segment:  See Segement.

Net loss reserves:  Net indicates that we have deducted the expected reinsurance recoverable from the sum of case and IBNR reserves. It may also refer to reserves that have been reduced for expected salvage and subrogation recoveries.

Paid losses:  Payments for claims.

Parameters:  Variables that determine the characteristics or behavior of a statistical model and can be estimated by calculations from sample data. For example, the parameters of frequency and severity are estimated in the loss reserve analysis model.

Personal Injury Protection (PIP) coverage:  Coverage in which an insurer pays, within specified limits, the medical and funeral expenses, work loss benefits and essential services of the insured, others in his vehicles and pedestrians struck by him. The basic coverage implemented under no-fault automobile statutes, which vary by state.

Physical damage:  Damage to the insured vehicle, which includes the comprehensive and collision coverages.

Property Damage (PD) coverage:  A coverage protecting the legal liability of the policyholder for damage to, or destruction of, property of others in an auto accident. The coverage pays for damage to the other vehicles, and structures such as buildings, telephone poles and fences.

Pure premium:  Loss dollars divided by exposure count. Pure premium is also equal to frequency times severity. The pure premium is equivalent to the loss component of the full policy premium.

Record period losses:  Losses are assigned to the period in which the accident is recorded on the Company’s financial records. Record periods used in our analysis are generally three months (record quarter), six months (record semester), or twelve months (record year). Payments and reserve changes, regardless of when they are made, are assigned to that same period in which the accident was recorded. As a result, record period results will change over time as the losses develop, i.e., as the estimates of losses change due to payments and reserve changes for all accidents that were recorded during that period.

Reopened claim:  A claim that was closed (with or without payment) but reopened again at a later date due to the discovery of additional information. We reserve for future reopened claims as IBNR.

Reserves:  Estimates of the unpaid portion of what the Company ultimately expects to pay out for losses and loss adjustment expenses on claims that occurred by the accounting date, whether or not those claims have been reported to the Company.

 

Page 25


Salvage:  The residual value of property in which an insurance company secures an ownership interest as a result of paying a claim for total loss or damage based on the true value of the property in its undamaged state or before the loss occurred. Anticipated salvage on closed claims is included as negative IBNR reserves.

Segment (Loss Reserving Segment):  Generally, a state/product/coverage combination with reasonably similar loss characteristics that is grouped together when assessing reserve adequacy.

Severity:  Loss dollars divided by number of features. This indicates the dollar amount of the average feature.

Specialty commercial auto vehicles:  Commercial vehicles that generally have a gross vehicle weight of at least 26,000 pounds. These include tow trucks and local cartage (e.g. delivery vans, box trucks, dump trucks and flatbeds). These vehicles are used in the insured’s business and are the primary source of revenue for their business.

Subrogation:  An insurance company, upon payment of a loss to the insured, is entitled to the insured’s legal and equitable rights against third parties. These rights are only those related to the loss, and the company is only entitled to the extent of the loss payment. Reserves for the future recoveries we expect to recover through subrogation are included as negative IBNR reserves.

Threshold:  The point above which the adjuster’s estimate of a claim is carried in our financial case reserves, versus an average reserve being assigned by the system.

Trend (exponential fit):  Exponential fitted trends tell us the estimated average annual change in severity, frequency, pure premium, or average earned premium by fitting an exponential curve to the selected values. These can use any number of data points. We generally use two-year or four-year fitted trends.

Triangle:  The triangle is a tool used by actuaries to show how estimates of incurred and paid-to-date amounts have changed or developed over time. Usually, the evaluation periods are columns organized from left to right, and the data periods are rows organized from top to bottom. The oldest data periods have been evaluated the most times, while the more recent data periods have been evaluated the least amount of times. Thus, the historical data forms a triangular shape.

Ultimate:  The final selected amount, count, or ratio that we estimate by analyzing the data. For example, the selected ultimate loss amount for an accident period represents our estimate of the total cost of all claims for that accident period after they have all been paid and closed.

Utilization (DCC utilization):  Percentage of features for which we incur expenses for defense and cost containment.

Written premium:  The total amount charged to an insured for a policy during its entire effective period.

 

Page 26


 

 

6300 WILSON MILLS ROAD MAYFIELD VILLAGE, OHIO 44143

440.461.5000 progressive.com


LOGO


Table of Contents

Appendix

Case Studies

 

Section VII – Loss Reserve Review   

Introduction

   1

Exhibits A – E

   3

Exhibit A – Accident Period Analysis

   10

Exhibit B – Accident Period Average Incurred Loss Development

   24

Exhibit C – Record Period Analysis

   29

Exhibit D – Summary of Estimated IBNR

   32

Exhibit E – IBNR Analysis

   37
Section VIII – Loss Adjustment Expense Reserve Review   

Introduction

   42

Exhibit DCC – Defense and Cost Containment Expense Reserve Analysis

   44

Total DCC Expense Analysis

   45

DCC Expense Analysis by Component

   51

Other Parameters

   54

Exhibit ADJ – Adjusting and Other Expense Reserve Analysis

   56

Copyright © Progressive Casualty Insurance Company. All Rights Reserved.


Section VII – Case Study: Loss Reserve Review

Based upon our monthly segment reviews, we may revise any or all of the following parameters in order to achieve the desired changes to our reserves:

 

 

Case Reserves can be revised by changing:

  o Average reserves, which are applied to open features below the threshold
  o ANCR factors, which are applied to adjuster-set reserves on open features above the threshold
  o The inflation factor, which is applied to average reserves in months following a review

 

 

IBNR Reserves can be revised by changing:

  o IBNR factors, which are applied to trailing periods of earned premium

In this section, we present an example of a loss reserve review for a sample segment, and it does not include loss adjustment expense (LAE). As discussed previously, most segments are defined as a state/product/coverage grouping with reasonably similar loss characteristics.

Note that the data in this example is not from any specific segment and any similarity to a specific segment is coincidental. Also, the investigations that are undertaken, the conclusions that are drawn, and the selections that are made in this case study are not necessarily the same as those that would be made in an actual review. The results of this case study are also not intended to represent the actual results of the Company. Our intent is to illustrate and discuss many of the issues that we consider during an analysis. The calculations involved in the process will also be explained.

This case study will illustrate how we estimate the adequacy of our loss reserves by reviewing loss data organized in three different ways:

 

         
         Type of Loss Reserve         Claims Data Organized by            
   
     Total (Case + IBNR)       Accident Period        
     Case       Record Period        
      

IBNR

 

        Record within Accident Period        

By definition, the following identities are always true as of the designated evaluation date:

 

 
 

  [Required Loss Reserves] = [Total Indicated Ultimate Losses] – [Total Paid Losses]  

 

 

 

 
 

  [Loss Reserve Adequacy] = [Held Loss Reserves] – [Required Loss Reserves]  

 

 

Carried reserves and paid losses are known statistics and reconcile with our financial records. However, we use judgment in the estimation of the ultimate losses. As stated above, we make these estimations by accident period, record period, and record within accident period. Our job is to determine how losses will develop in the future using past development as a key indicator. In order to make reasonable selections, we look at several parameters and also consider the business issues that underlie the data.

 

Page 1


We produce several exhibits to summarize our reviews, and they are also used in our discussions with management. Some of the key exhibits are presented on the next several pages. Following that, we provide an overview of each exhibit.

Exhibit A – Accident Period Analysis

Exhibit B – Accident Period Average Incurred Loss Development

Exhibit C – Record Period Analysis

Exhibit D – Summary of Estimated IBNR

Exhibit E (3 pages) – IBNR Analysis

In our exhibits and explanations, we may use the terms “claim” and “feature” interchangeably. However, the Progressive definition of “feature” is the smallest divisible part of a claim, i.e., it is a loss on one coverage for one person, so one claim can have multiple features. Even though we may generically refer to “claims” in our discussion, our analysis is actually done at the “feature” level. In addition, the term “counts” generally means “number of features.”

Note that rounding in the exhibits as well as the order of calculation may make some of the figures in the case study appear slightly out of balance.

 

Page 2


Exhibit A

State XYZ Auto as of December 31, 2007

ACCIDENT PERIOD ANALYSIS

 

    (1)   (2)   (3)   (4)   (5)   (6)       (7)   (8)           (9)

Accident

Semesters

Ending

  Paid

Projection

Ult ($000)

  Avg. Paid

Projection

Ult ($000)

  BF Paid

Method

Ult ($000)

  Incurred

Projection

Ult ($000)

    Avg. Incurred  

Projection

Ult ($000)

    BF Incurred  

Method

Ult ($000)

    Adj. Inc. @

12/31/2006

($000)

  Pd. Loss @

12/31/2006

($000)

        Indicated  

Ultimate

Loss ($000)

PRIOR 3 yrs   35,427   35,385   35,427   35,395   35,347   35,395       35,373   34,937           35,379
Jun-2004   10,930   10,940   10,931   11,193   11,170   11,193     11,111   10,434       11,186
Dec-2004   13,257   13,163   13,254   13,249   13,273   13,250     13,087   12,197       13,257
Jun-2005   13,534   13,781   13,603   14,012   13,985   14,141     13,738   11,955       14,046
Dec-2005   9,962   9,868   9,954   10,324   10,304   10,324       10,117   8,248           10,318
Jun-2006   9,485   9,492   9,435   10,149   10,100   10,127     9,888   7,014       10,125
Dec-2006   7,187   6,928   8,001   8,181   8,129   8,216     7,891   4,238       8,175
Jun-2007   9,689   8,667   9,207   8,842   8,727   8,846     8,529   3,221       8,805
Dec-2007   11,020   12,069   10,285   9,665   9,673   9,748     8,107   1,357       9,695
       
Total   120,492   120,293   120,095   121,011   120,708   121,241     117,840   93,602       120,987
 
Paid Loss   93,602   93,602   93,602   93,602   93,602   93,602             93,602
                         

Required Reserves

  26,890   26,691   26,494   27,409   27,106   27,639           Required Reserves       27,385

Held Reserves

  28,038   28,038   28,038   28,038   28,038   28,038       Held Reserves     28,038

Reserve Adequacy

  1,148   1,347   1,545   629   932   400       Reserve Adequacy   2.4%   654
     

Average Last 4

  3,132   (2,025)     3,261   3,835                

2nd to Last Diagonal

  2,865   (3,318)     624   1,951                

Last Diagonal

  (7,001)   (6,264)       3,470   3,154                            
  (10)   (11)     (12)   (13)   (14)   (15)   (16)   (17)   (18)   (19)   (20)

Accident

Semesters

Ending

    Avg. Paid  

Severity

  Avg. Incurred 

Severity

    Avg. Adjuster

 Case Reserves 

@ 6 Months

   Closure Rate 

@ 6 Months

  CWP Rate

@ 6 Months

  Ultimate

  CWP Rate  

  Paid

Counts

Projection

    Clsd. w/Pay  

Counts

Projection

  Incurred

Counts

  Projection  

  Recorded

Counts

  Projection  

  Indicated

Ultimate

Counts

PRIOR 3 yrs   5,863   5,857                       6,030   6,029   6,032   6,035   6,035
Jun-2004   5,796   5,918     4,207   33.7%   26.3%   37.9%   1,885   1,886   1,888   1,887   1,888
Dec-2004   6,141   6,192     4,321   28.6%   29.4%   40.4%   2,144   2,145   2,145   2,142   2,144
Jun-2005   6,342   6,436     5,341   26.1%   27.6%   41.3%   2,132   2,134   2,175   2,171   2,173
Dec-2005   5,404   5,643       5,291   32.3%   26.3%   39.8%   1,821   1,822   1,827   1,825   1,826
Jun-2006   6,280   6,682     5,462   30.8%   30.7%   41.8%   1,483   1,486   1,514   1,509   1,512
Dec-2006   5,686   6,671     5,213   26.4%   29.2%   42.5%   1,198   1,196   1,222   1,215   1,219
Jun-2007   7,449   7,501     4,606   23.5%   32.4%   47.2%   1,080   1,074   1,179   1,148   1,164
Dec-2007   8,940   7,165     4,153   21.5%   28.7%   43.1%   1,177   1,104   1,449   1,379   1,350
                18,950   18,876   19,431   19,311   19,309

 

Accident

Semesters

Ending

  (21)   (22)   (23)   (24)     (25)   (26)     (27)   (28)   (29)   (30)
  Ultimate

Severity

  Change In

Severity

  Ultimate

Frequency

  Change In

Frequency

    Pure

Premium

  Loss

Ratio

    Premium

($000)

  Earned

Exposures

  Avg EP   Change In

Avg EP

PRIOR 3 yrs   5,862       3.22%           189   49.1%       72,054   187,526   384    
Jun-2004   5,926       3.59%         212   64.6%     17,325   52,642   329    
Dec-2004   6,185   4.4%   3.41%   -4.8%     211   70.7%     18,744   62,827   298   -9.3%
Jun-2005   6,464   4.5%   3.46%   1.5%     224   79.5%     17,670   62,734   282   -5.6%
Dec-2005   5,650   -12.6%   3.24%   -6.3%       183   65.9%       15,652   56,287   278   -1.3%
Jun-2006   6,699   18.6%   2.97%   -8.4%     199   68.6%     14,749   50,881   290   4.2%
Dec-2006   6,709   0.2%   2.56%   -13.9%     172   56.2%     14,557   47,667   305   5.3%
Jun-2007   7,568   12.8%   2.60%   1.6%     197   61.9%     14,233   44,804   318   4.0%
Dec-2007   7,182   -5.1%   2.59%   -0.3%       186       60.0%         16,162       52,158     310   -2.5%
            196   60.1%     201,146   617,528        
    Chg Dec 06     Chg Dec 06                
4 Point Ann Exp Trend   6.8%     vs. Dec 05     -7.6%     vs. Dec 05       -1.4%           4.9%  
8 Point Ann Exp Trend   6.5%   7.0%   -10.5%   1.3%     -4.7%           0.4%  

 

Page 3


Exhibit B

State XYZ Auto as of December 31, 2007

 

Semiannual

Accident

Periods

Ending

  AVERAGE INCURRED LOSSES - ACCIDENT PERIOD ANALYSIS        
                                                          Ultimate   Ultimate
  1   2   3   4   5   6   7   8   9   10   11   12   13   14   Severity   Loss ($000)

Jun-01

  5,790   5,876   5,928   5,553   5,688   5,796   5,792   5,988   6,019   5,999   5,969   5,960   5,962   5,950   5,950   3,540

Dec-01

  5,365   5,961   5,385   5,730   5,636   5,514   5,782   5,928   5,884   5,970   5,939   5,981   5,981   5,969   5,969   4,262

Jun-02

  6,087   6,084   5,795   6,852   6,652   6,833   6,832   6,825   6,882   6,907   6,900   6,912   6,913   6,899   6,899   5,333

Dec-02

  5,031   5,470   5,558   5,623   5,774   5,974   6,084   6,102   6,139   6,230   6,160   6,170   6,171   6,159   6,159   7,151

Jun-03

  4,778   5,342   5,383   5,465   5,489   5,617   5,653   5,661   5,651   5,710   5,677   5,687   5,688   5,677   5,677   7,448

Dec-03

  4,153   4,765   4,971   4,988   5,030   4,974   5,078   5,124   5,118   5,174   5,145   5,154   5,154   5,144   5,144   7,613

Jun-04

  4,315   5,241   5,457   5,704   5,786   5,787   5,822   5,865   5,889   5,953   5,919   5,929   5,930   5,918   5,918   11,170

Dec-04

  4,830   5,839   5,985   5,975   6,088   6,058   6,068   6,136   6,161   6,228   6,193   6,204   6,205   6,192   6,192   13,273

Jun-05

  6,277   6,306   6,180   6,140   6,283   6,269   6,307   6,378   6,403   6,473   6,436   6,448   6,449   6,436   6,436   13,985

Dec-05

  5,440   5,411   5,274   5,440   5,456   5,497   5,530   5,592   5,614   5,675   5,643   5,653   5,654   5,643   5,643   10,304

Jun-06

  6,155   6,126   6,269   6,366   6,461   6,509   6,548   6,622   6,648   6,721   6,683   6,694   6,695   6,682   6,682   10,100

Dec-06

  5,657   5,850   6,189   6,356   6,451   6,499   6,538   6,611   6,638   6,710   6,672   6,684   6,685   6,671   6,671   8,129

Jun-07

  5,513   6,756   6,959   7,147   7,253   7,307   7,351   7,434   7,463   7,545   7,502   7,515   7,516   7,501   7,501   8,727

Dec-07

  5,289   6,453   6,647   6,826   6,928   6,979   7,021   7,100   7,129   7,206   7,166   7,178   7,179   7,165   7,165   9,673
  1-2   2-3   3-4   4-5   5-6   6-7   7-8   8-9   9-10   10-11   11-12   12-13   13-14      

Jun-01

  1.015   1.009   0.937   1.024   1.019   0.999   1.034   1.005   0.997   0.995   0.998   1.000   0.998      

Dec-01

  1.111   0.903   1.064   0.984   0.978   1.049   1.025   0.993   1.015   0.995   1.007   1.000          

Jun-02

  1.000   0.953   1.182   0.971   1.027   1.000   0.999   1.008   1.004   0.999   1.002            

Dec-02

  1.087   1.016   1.012   1.027   1.035   1.018   1.003   1.006   1.015   0.989              

Jun-03

  1.118   1.008   1.015   1.004   1.023   1.006   1.001   0.998   1.010                

Dec-03

  1.147   1.043   1.003   1.009   0.989   1.021   1.009   0.999                  

Jun-04

  1.215   1.041   1.045   1.014   1.000   1.006   1.007         Loss Development Factors   Adequacy      

Dec-04

  1.209   1.025   0.998   1.019   0.995   1.002           Average Last 4   3,835      

Jun-05

  1.005   0.980   0.993   1.023   0.998             2nd to Last Diagonal   1,951      

Dec-05

  0.995   0.975   1.031   1.003               Last Diagonal   3,154      

Jun-06

  0.995   1.023   1.016                 Selected Avg Inc Indication   932      

Dec-06

  1.034   1.058                   Selected Ultimate  Indication   654      

Jun-07

  1.225                                

  Avg Last 5 x HiLo

  1.011   1.009   1.015   1.014   0.998   1.010   1.004   1.001   1.010              

Avg Last 4

  1.062   1.009   1.010   1.015   0.996   1.009   1.005   1.003   1.011   0.994            

  Prior Sel @ 6 Mth

  1.014   1.001   1.022   1.016   1.002   1.008   1.003   1.004   1.007   0.997   1.001   1.002   1.000      

  Prior Sel @ 3 Mth

  1.130   1.030   1.007   1.021   1.007   1.011   1.009   1.006   0.997   1.006   0.998   1.000   1.000      

Select

  1.220   1.030   1.027   1.015   1.007   1.006   1.011   1.004   1.011   0.994   1.002   1.000   0.998   Tail  

  Cumulative

  1.355   1.110   1.078   1.050   1.034   1.027   1.020   1.009   1.005   0.994   1.000   0.998   0.998   1.000    
                               
    Dec-07   Jun-07   Dec-06   Jun-06   Dec-05   Jun-05   Dec-04   Jun-04   Dec-03   Jun-03   Dec-02   Jun-02   Dec-01   Jun-01    

Ult. Severity

  7,165   7,501   6,671   6,682   5,643   6,436   6,192   5,918   5,144   5,677   6,159   6,899   5,969   5,950    

Ult. Counts

  1,350   1,164   1,219   1,512   1,826   2,173   2,144   1,888   1,480   1,312   1,161   773   714   595    

Ultimate Loss

  9,673   8,727   8,129   10,100   10,304   13,985   13,273   11,170   7,613   7,448   7,151   5,333   4,262   3,540    
   

Ultimate LR

  59.9%   61.3%   55.8%   68.5%   65.8%   79.1%   70.8%   64.5%   46.2%   48.1%   54.5%   53.3%   48.4%   43.3%    

Ultimate PP

  185   195   171   198   183   223   211   212   168   185   215   213   191   167    

 

Page 4


Exhibit C

State XYZ Auto as of December 31, 2007

RECORD PERIOD ANALYSIS

 

     (1)   (2)           (4)   (5)           (7)    (8)               (9)
Record
Semesters
Ending
   Paid
Projection
Ult ($000)
  Avg. Paid
Projection
Ult ($000)
           Incurred
Projection
Ult ($000)
  Avg. Incurred
Projection
Ult ($000)
           Adj. Inc. @
12/31/2006
($000)
  

Pd. Loss @

12/31/2006

($000)

              Indicated
Ultimate
Loss ($000)

PRIOR 3 yrs

   34,764   34,720           34,729   34,727           34,672    34,324               34,729

Jun-2004

   9,723   9,720         9,934   9,944           9,867    9,368         9,937

Dec-2004

   12,772   12,662         12,658   12,724           12,573    11,966         12,681

Jun-2005

   14,159   14,183         14,656   14,692           14,440    12,747         14,666

Dec-2005

   10,455   10,318           10,588   10,658           10,482    8,918               10,611

Jun-2006

   10,108   9,948         10,923   10,955           10,802    7,770         10,928

Dec-2006

   7,063   6,813         8,067   8,067           7,995    4,535         8,067

Jun-2007

   8,484   8,264         8,584   8,727           8,771    3,565         8,631

Dec-2007

   11,901   12,037         9,486   9,161           9,597    1,768         9,350
     

Total

   119,430   118,664           119,627   119,656           119,199    94,961         119,577

Paid Loss

   94,961   94,961         94,961   94,961                    94,961
                                 
                       

Required Reserves

   24,468   23,703         24,666   24,694               Required Reserves          24,615

Held Reserves

   23,587   23,587         23,587   23,587               Held Reserves          23,587

Reserve Adequacy

   (882)   (116)         (1,079)   (1,108)               Reserve Adequacy        -4.2 %           (1,029)
                                     

Average Last 4

   1,021   (2,991)         559   1,378                     

2nd to Last Diagonal

   1,284   (3,280)         (1,436)   242                     

Last Diagonal

   (8,089)   (7,008)         1,646   1,614                     
                                                           
     (10)   (11)           (12)   (13)                (14)               (15)
                          Incurred
Counts
Projection
              Indicated
Ultimate
Counts
Record Semesters
Ending
   Avg. Paid
Severity
  Avg. Incurred 
Severity
          Ultimate
Severity
  Change In
Severity
                      

PRIOR 3 yrs

   5,867   5,868           5,867                    5,919               5,919

Jun-2004

   5,287   5,409         5,404                1,839         1,839

Dec-2004

   6,262   6,293         6,265   16.0%            2,024         2,024

Jun-2005

   6,438   6,669         6,651   6.2%            2,205         2,205

Dec-2005

   5,371   5,548           5,521   -17.0%                1,922               1,922

Jun-2006

   6,173   6,798         6,770   22.8%            1,614         1,614

Dec-2006

   5,605   6,637         6,618   -2.1%            1,219         1,219

Jun-2007

   7,118   7,517         7,333   12.0%            1,177         1,177

Dec-2007

   9,259   7,047         6,622   -3.5%            1,412         1,412
                                   

4 Point Ann Exp Trend

             0.7%   Chg Dec 06 

vs. Dec 05

           19,331               19,331

8 Point Ann Exp Trend

             5.9%   0.1%                   

 

Page 5


Exhibit D

State XYZ Auto as of December 31, 2007

SUMMARY OF ESTIMATED IBNR

 

(1)   (2)   (3)   (4)   (5)   (6)   (7)   (8)    (9)   (10)   (11)

Prior Review
Future

Pure Premium

  Calculated
PP using
6 month
Emerged
 

Quarterly

Rec w/n Acc

Periods
Ending

  Total
Future
Pure Prem
 

Earned

Exposures

  Earned
Premium
  Indicated
IBNR
  Indicated
IBNR
Factors
   Current
IBNR
Factors
  IBNR
Emerged
Since
Jun-2004
  6 -mo emerg
Indicated
IBNR
Factors
1.17   0.89   Sep-2003   0.60   22,103   8,156,777   13,163   0.2%      6,110   0.2%
1.65   1.22   Dec-2003   0.78   23,265   8,307,946   18,249   0.2%        6,110   0.3%
2.12   0.87   Mar-2004   0.98   24,674   8,417,123   24,058   0.3%    1.1%   17,913   0.5%
2.43   1.05   Jun-2004   1.16   27,968   8,907,753   32,482   0.4%    1.1%   17,913   0.6%
2.74   1.70   Sep-2004   1.35   30,751   9,331,069   41,499   0.4%    1.1%   17,913   0.6%
3.05   1.80   Dec-2004   1.54   32,076   9,413,188   49,381   0.5%    1.1%   17,913   0.7%
3.36   1.93   Mar-2005   1.73   31,817   9,094,404   55,086   0.6%    2.1%   30,074   0.9%
3.80   2.10   Jun-2005   2.15   30,918   8,575,229   66,559   0.8%    2.1%   30,074   1.1%
4.24   2.68   Sep-2005   2.58   29,011   7,995,863   74,802   0.9%    2.1%   30,074   1.3%
4.69   3.13   Dec-2005   3.01   27,276   7,655,772   82,052   1.1%    2.1%   30,074   1.5%
5.14   3.62   Mar-2006   3.44   26,502   7,425,622   91,225   1.2%    3.1%   45,060   1.8%
5.69   4.11   Jun-2006   4.00   24,379   7,323,851   97,579   1.3%    3.0%   39,863   1.9%
6.81   5.14   Sep-2006   4.78   24,375   7,367,666   116,551   1.6%    4.1%   37,814   2.1%
7.58   5.64   Dec-2006   5.47   23,292   7,189,243   127,483   1.8%    4.5%   82,033   2.9%
8.95   6.33   Mar-2007   6.59   22,123   7,035,903   145,689   2.1%    4.9%   160,243   4.3%
11.31   9.00   Jun-2007   8.92   22,681   7,197,385   202,219   2.8%    5.7%   570,118   10.7%
15.82   13.83   Sep-2007   11.74   25,217   7,724,378   295,929   3.8%    6.9%    
35.65   34.05   Dec-2007   33.52   26,942   8,437,252   903,099   10.7%    11.6%    
                    
  2,560,917       475,370   145,556,425    2,437,105   Total   1,139,299  
                        
            Zero Runoff    IBNR Reserves ($000)   6 Mth Runoff  
            2,437   Indicated   2,377  
            4,452   Held   4,196  
            2,015   Adequacy   1,819  

 

Page 6


Exhibit E

Page 1

State XYZ Auto as of December 31, 2007

 

Quarterly

Rec w/n Acc
Periods

Ending

  

INCURRED LOSSES QUARTERLY LAG 1 - IBNR ANALYSIS

 

  
  
  

0

  

1

  

2

  

3

  

4

  

5

  

6

  

7

  

8

   Ultimate

Sep-03

   496,686    518,026    470,878    478,747    444,503    444,244    434,161    423,421    421,999      402,689

Dec-03

   563,065    602,907    574,026    582,766    533,957    521,264    519,834    510,883    508,050      496,017

Mar-04

   701,628    724,404    683,572    722,382    756,639    873,140    849,821    858,810    866,299      841,951

Jun-04

   926,112    992,882    936,052    1,074,640    1,040,663    990,419    882,542    936,217    922,570      893,998

Sep-04

   762,137    742,380    710,141    696,527    614,613    598,305    587,628    580,404    575,320      559,296

Dec-04

   1,403,988    1,429,926    1,328,895    1,282,623    1,223,390    1,217,221    1,222,239    1,219,462    1,209,300      1,182,188

Mar-05

   1,153,489    1,091,243    941,836    889,421    866,636    858,661    874,015    836,479    848,368      834,987

Jun-05

   1,273,559    1,032,051    895,131    827,142    819,180    787,061    741,515    750,787    725,020      687,127

Sep-05

   950,170    902,377    796,609    748,899    725,726    705,040    698,794    692,021    674,166      674,166

Dec-05

   945,192    904,793    884,895    836,910    796,854    766,037    749,239    745,902       745,902

Mar-06

   905,649    794,721    860,296    820,179    805,707    803,143    832,359          833,632

Jun-06

   473,607    400,046    393,187    374,912    353,414    326,284             320,368

Sep-06

   523,663    444,461    382,911    458,488    390,422                372,461

Dec-06

   772,190    700,711    604,762    577,760                   524,747

Mar-07

   553,743    496,540    466,983                      414,268

Jun-07

   559,263    621,759                         508,232

Sep-07

   673,829                            527,186
     

0-1

  

1-2

  

2-3

  

3-4

  

4-5

  

5-6

  

6-7

  

7-8

  

8-9  

    

Sep-03

   1.043    0.909    1.017    0.928    0.999    0.977    0.975    0.997    0.973     

Dec-03

   1.071    0.952    1.015    0.916    0.976    0.997    0.983    0.994    0.990     

Mar-04

   1.032    0.944    1.057    1.047    1.154    0.973    1.011    1.009    0.973     

Jun-04

   1.072    0.943    1.148    0.968    0.952    0.891    1.061    0.985    0.970     

Sep-04

   0.974    0.957    0.981    0.882    0.973    0.982    0.988    0.991    0.992     

Dec-04

   1.018    0.929    0.965    0.954    0.995    1.004    0.998    0.992    0.991     

Mar-05

   0.946    0.863    0.944    0.974    0.991    1.018    0.957    1.014    0.990     

Jun-05

   0.810    0.867    0.924    0.990    0.961    0.942    1.013    0.966    0.948     

Sep-05

   0.950    0.883    0.940    0.969    0.971    0.991    0.990    0.974      

Dec-05

   0.957    0.978    0.946    0.952    0.961    0.978    0.996         

Mar-06

   0.878    1.083    0.953    0.982    0.997    1.036            

Jun-06

   0.845    0.983    0.954    0.943    0.923               

Sep-06

   0.849    0.862    1.197    0.852                  

Dec-06

   0.907    0.863    0.955                     

Mar-07

   0.897    0.940                        

Jun-07

   1.112                           

Straight Avg

   0.963    0.919    0.973    0.954    0.970    0.999    0.997    1.008    1.009     

Avg x HiLo

   0.963    0.918    0.971    0.951    0.968    0.990    0.996    1.004    1.001     

Wtd Avg All

   0.957    0.921    0.975    0.959    0.980    0.988    1.000    1.000    0.998     

Avg Last 8

   0.924    0.932    0.977    0.952    0.972    0.980    1.002    0.991    0.978     

Wt Avg.8

   0.926    0.931    0.961    0.959    0.977    0.980    1.002    0.991    0.979     

Avg Last 4

   0.941    0.912    1.015    0.932    0.963    0.987    0.989    0.986    0.980     

Wt Avg.4

   0.940    0.905    0.996    0.942    0.970    0.987    0.987    0.988    0.981     

Select

   0.957    0.921    0.977    0.952    0.972    0.980    1.002    1.000    1.000     

Cumulative

 

   0.782

 

   0.817

 

   0.887

 

   0.908

 

   0.954

 

   0.982

 

   1.002

 

   1.000

 

   1.000  

 

  

Ultimate Loss

   527,186    508,232    414,268    524,747    372,461    320,368    833,632    745,902    674,166     

 

Page 7


Exhibit E

Page 2

 

Quarterly

Rec w/n Acc

Periods

Ending

    
   INCURRED LOSSES QUARTERLY LAG 0-7 EMERGENCE - IBNR ANALYSIS
                                         
  

0

   1   

2

  

3

  

4

  

5

    

6

  

7

Sep-03

   2,618,475      402,689      137,687    20,484    35,110    5,112      24,319    22,365

Dec-03

   3,340,158      496,017      226,614    96,699    34,548    22,026      19,872    9,514

Mar-04

   3,930,469      841,951      89,797    359,298    79,781    80,585      26,712    17,874

Jun-04

   4,092,147      893,998      255,026    144,934    117,008    50,989      28,301    19,937

Sep-04

   5,225,296      559,296      185,020    191,422    36,711    59,504      107,033    21,442

Dec-04

   4,830,247      1,182,188      250,533    281,475    42,245    32,341      16,295    10,619

Mar-05

   6,405,308      834,987      128,883    112,328    34,996    119,103      89,602    6,863

Jun-05

   4,924,350      687,127      134,681    169,119    91,889    (58,356 )    81,906    14,844

Sep-05

   4,186,260      674,166      139,948    115,327    17,039    14,286      13,298    21,573

Dec-05

   4,028,433      745,902      69,329    30,049    35,935    15,788      17,576    7,043

Mar-06

   4,370,268      833,632      189,272    37,264    24,374    16,504      29,907    15,153

Jun-06

   3,946,033      320,368      77,327    52,106    13,905    23,755      16,108   

Sep-06

   3,375,799      372,461      34,944    53,028    29,579    8,235        

Dec-06

   3,252,471      524,747      40,514    48,554    33,479         

Mar-07

   3,751,012      414,268      106,068    54,175            

Jun-07

   3,283,120      508,232      61,886               

Sep-07

   3,631,092      527,186                    

Dec-07

   3,209,628                       

Avg 3 Emergence

   3,374,613      483,229    69,489    51,919    25,654    16,165      21,197    14,590

Quarterly
Rec w/n Acc
Periods

Ending

  

INFLATED INCURRED LOSSES QUARTERLY LAG 0-7 EMERGENCE - IBNR ANALYSIS

 

  

0

  

1

  

2

  

3

  

4

  

5

    

6

  

7

Sep-03

   3,093,429      471,089    159,503    23,498    39,883    5,750      27,089    24,669

Dec-03

   3,907,512      574,608    259,958    109,845    38,862    24,535      21,919    10,392

Mar-04

   4,553,228      965,836    102,005    404,161    88,867    88,887      29,176    19,333

Jun-04

   4,694,268      1,015,535    286,870    161,440    129,062    55,693      30,610    21,353

Sep-04

   5,935,663      629,132    206,092    211,142    40,098    64,360      114,637    22,741

Dec-04

   5,433,371      1,316,826    276,343    307,443    45,692    34,639      17,282    11,153

Mar-05

   7,134,798      921,007    140,773    121,494    37,482    126,320      94,104    7,138

Jun-05

   5,431,656      750,520    145,671    181,134    97,457    (61,288 )    85,182    15,287

Sep-05

   4,572,474      729,178    149,891    122,315    17,895    14,857      13,695    22,000

Dec-05

   4,357,153      798,896    73,530    31,559    37,372    16,259      17,924    7,112

Mar-06

   4,680,760      884,147    198,782    38,755    25,102    16,831      30,202    15,153

Jun-06

   4,185,147      336,466    80,420    53,661    14,180    23,989      16,108   

Sep-06

   3,545,425      387,359    35,987    54,078    29,870    8,235        

Dec-06

   3,382,570      540,412    41,316    49,032    33,479         

Mar-07

   3,862,989      422,472    107,113    54,175            

Jun-07

   3,348,139      513,240    61,886               

Sep-07

   3,666,871      527,186                  

Dec-07

   3,209,628                       

 

Page 8


Exhibit E

Page 3

 

Quarterly
Rec w/n Acc
Periods

Ending

 

INFLATED INCURRED LOSSES QUARTERLY LAG 0-7 PURE PREMIUMS - IBNR ANALYSIS

 

 

0

  

1

  

2

  

3

  

4

  

5

   

6

  

7

         

Sep-03

  139.957    21.314    7.216    1.063    1.804    0.260     1.226    1.116        

Dec-03

  167.954    24.698    11.174    4.721    1.670    1.055     0.942    0.447        

Mar-04

  184.538    39.144    4.134    16.380    3.602    3.602     1.182    0.784        

Jun-04

  167.842    36.310    10.257    5.772    4.615    1.991     1.094    0.763        

Sep-04

  193.022    20.459    6.702    6.866    1.304    2.093     3.728    0.740        

Dec-04

  169.390    41.053    8.615    9.585    1.424    1.080     0.539    0.348        

Mar-05

  224.248    28.947    4.425    3.819    1.178    3.970     2.958    0.224        

Jun-05

  175.682    24.275    4.712    5.859    3.152    (1.982 )   2.755    0.494        

Sep-05

  157.611    25.134    5.167    4.216    0.617    0.512     0.472    0.758        

Dec-05

  159.741    29.289    2.696    1.157    1.370    0.596     0.657    0.261        

Mar-06

  176.618    33.361    7.501    1.462    0.947    0.635     1.140    0.572        

Jun-06

  171.668    13.801    3.299    2.201    0.582    0.984     0.661         

Sep-06

  145.453    15.892    1.476    2.219    1.225    0.338             

Dec-06

  145.225    23.202    1.774    2.105    1.437              

Mar-07

  174.614    19.096    4.842    2.449                 

Jun-07

  147.619    22.629    2.729                    

Sep-07

  145.414    20.906                       

Dec-07

  119.133                          

Straight Avg

  166.289    25.495    5.461    4.640    2.019    1.118     1.387    0.575        

Avg x HiLo

  165.689    25.268    5.352    4.096    1.936    1.137     1.269    0.557        

Avg Last 8

  153.218    22.272    3.685    2.708    1.314    0.767     1.614    0.520        

Avg Last 4

  146.695    21.458    2.705    2.243    1.048    0.638     0.732    0.521        
                           

Select

  146.695    21.458    2.705    2.243    1.048    0.638     0.732    0.521        

Quarterly

Rec w/n Acc

Periods

Ending

                                                 
 

FUTURE0 PURE PREMIUMS BY QUARTERLY LAG, INFLATED

    
                                                 
 

0

  

1

  

2

  

3

  

4

  

5

   

6

  

7

  

8 -27

  

Total

Future

Pure Prem

Sep-03

                         0.596      0.60

Dec-03

                         0.784      0.78

Mar-04

                         0.975      0.98

Jun-04

                         1.161      1.16

Sep-04

                         1.350      1.35

Dec-04

                         1.540      1.54

Mar-05

                         1.731      1.73

Jun-05

                         2.153      2.15

Sep-05

                         2.578      2.58

Dec-05

                         3.008      3.01

Mar-06

                         3.442      3.44

Jun-06

                      0.526      3.476      4.00

Sep-06

                   0.740    0.532      3.510      4.78

Dec-06

                 0.645     0.747    0.537      3.545      5.47

Mar-07

              1.058    0.651     0.754    0.542      3.580      6.59

Jun-07

           2.266    1.069    0.657     0.762    0.548      3.615      8.92

Sep-07

        2.732    2.288    1.079    0.664     0.769    0.553      3.651      11.74

Dec-07

     21.670    2.759    2.310    1.090    0.670     0.777    0.558      3.687      33.52
  Inflation rate used in IBNR calculation:    4.0%                 

 

Page 9


Exhibit A – Accident Period Analysis

This exhibit summarizes our accident period analysis for this segment, so the claims are sorted and analyzed by accident date. We use 6-month accident periods (i.e. accident semesters) for this analysis. Each accident semester represents claims that occurred during the 6-month period ending at the end of the designated month (in the left-hand column of the exhibit).

An accident period analysis measures the adequacy of our total reserves (case + IBNR). In other words, the estimated ultimate losses for each accident period include losses for claims that have already been reported to the Company PLUS losses for claims that have not yet been reported.

The information on Exhibit A is summarized as follows:

 

 

COLUMNS (1) – (6): Estimated ultimate losses resulting from six different sets of projections, along with the resulting required reserves and reserve adequacy for each respective projection, as well as the adequacy that would have resulted using 3 different types of “default” selections of loss development factors for four of the projections

 

 

COLUMNS (7) and (8): Cumulative adjuster-incurred losses (i.e., paid losses plus adjuster-set reserves) and paid losses as of the evaluation date of 12/31/2005

 

 

COLUMN (9): Indicated ultimate losses which have been judgmentally selected by the loss reserving area considering all information obtained during the analysis, along with the resulting required reserves and reserve adequacy

 

 

COLUMNS (10) and (11): Estimated ultimate average paid and average incurred severities, based upon the projections of average paid and average incurred losses

 

 

COLUMN (12): Average adjuster case reserves, as of the first evaluation point (i.e. the evaluation date is the end-date of each respective accident semester, which is at 6 months development)

 

 

COLUMN (13): Closure Rate @ 6 months = [(The number of claims closed with payment) at 6 months development] divided by [Selected ultimate incurred claim count]

 

 

COLUMNS (14) and (15): CWP Rate (i.e. percentage of reported claims which are closed without payment), as of the first evaluation point (6 months), and projection to ultimate

 

 

COLUMNS (16) – (19): Estimated ultimate incurred counts resulting from four different sets of projections

 

 

COLUMN (20): Indicated ultimate incurred counts which have been judgmentally selected by the loss reserving area, considering all of the information obtained during the analysis

 

 

COLUMNS (21) and (22): Indicated ultimate severities which result from the ultimate selections of losses and counts, along with the change from period to period, and the 4-point and 8-point fitted exponential trends. Fitted exponential trends tell us the estimated average annual change in severity (or another parameter) considering our selections over the past two years (4 points) and four years (8 points). The year over year change is also presented for the most recent semester

 

 

COLUMNS (23) and (24): Indicated ultimate frequencies which result from the selected ultimate counts, along with the change from period to period, the 4-point and 8-point fitted exponential trends, and the year over year change

 

Page 10


 

COLUMNS (25) and (26): The pure premiums and loss ratios which result from the selected ultimate losses, along with the 4-point and 8-point fitted exponential pure premium trends

 

 

COLUMNS (27) – (30): Earned premium and earned exposures, which are used in some of the other calculations, along with average earned premium, changes in average earned premium, and the 4-point and 8-point fitted exponential trends for average earned premium

 

Page 11


The following chart contains columns (1) through (6) of Exhibit A, and will be explained in more detail below:

 

                                               
       (1)    (2)=(10)X(20)   (3)    (4)    (5)=(11)X(20)

(see Exhibit B)

  (6)     
     Accident
Semesters
Ending
   Paid
Projection
Ult ($000)
   Avg. Paid
Projection
Ult ($000)
  BF Paid
Method
Ult ($000)
   Incurred  
Projection  
Ult ($000)  
   Avg. Incurred  
Projection
   Ult ($000)  
  BF Incurred  
Method
Ult ($000)
     
    

PRIOR 3 yrs

   35,427    35,385   35,427    35,395    35,347   35,395      
     Jun-2004    10,930    10,940   10,931    11,193    11,170   11,193      
     Dec-2004    13,257    13,163   13,254    13,249    13,273   13,250      
     Jun-2005    13,534    13,781   13,603    14,012    13,985   14,141      
     Dec-2005    9,962    9,868   9,954    10,324    10,304   10,324      
     Jun-2006    9,485    9,492   9,435    10,149    10,100   10,127      
     Dec-2006    7,187    6,928   8,001    8,181    8,129   8,216      
     Jun-2007    9,689    8,667   9,207    8,842    8,727   8,846      
     Dec-2007    11,020    12,069   10,285    9,665    9,673   9,748      
         
     Tot Ult Loss    120,492    120,293   120,095    121,011    120,708   121,241      
       
     Tot Paid Loss    93,602    93,602   93,602    93,602    93,602   93,602      
                            
     Required Reserves    26,890    26,691   26,494    27,409    27,106   27,639      
     Held Reserves    28,038    28,038   28,038    28,038    28,038   28,038      
     Reserve Adequacy    1,148    1,347   1,545    629    932   400      
         
     Avg Last 4    3,132    (2,025)        3,261    3,835           
     2nd to Last Diag    2,865    (3,318)        624    1,951           
     Last Diag    (7,001)    (6,264)         3,470    3,154           
                                               

We use six sets of projections in most of our loss reserve segment analyses. There are other approaches built into our model that we use occasionally, when conditions warrant their use. However, we typically arrive at our indications using projections from: paid losses; average paid losses; incurred losses; average incurred losses; and Bornhuetter-Ferguson (BF) expected loss ratio method using both paid and incurred loss development. Exhibit B goes into more detail regarding our selection process using the average incurred loss projection. (Thus, there is a box around column (5)). However, this discussion will focus more on the merits of each type of projection, the thought-processes behind the projections and the relationships between various components.

Note that the paid, average paid, incurred and average incurred projections all use a similar actuarial technique to estimate ultimate losses. As illustrated in Exhibit B, we organize the data into a triangular format and project ultimate values by selecting development factors for each evaluation interval based upon historical patterns and judgment.

Estimated ultimate losses are projected for the past 7 accident years (by accident semester) for each of the six projections. These ultimate losses are shown on the exhibit for each of the past 8 accident semesters (4 years), and then the prior 3 accident years combined. Required reserves

 

Page 12


and reserve adequacy are then calculated (and shown in bold print below the total ultimate losses) for each projection by using the identities stated at the beginning of this section:

 

 

Total Ultimate Losses

 

   -   

 

Total Paid Losses

 

   =   

 

Required Reserves

 

 

Held Reserves

 

   -   

 

Required Reserves

 

   =   

 

Reserve Adequacy

 

Below the reserve adequacy for each projection, we show the adequacy that would have resulted from the application of three different types of default factor selections for each projection. Exhibit B shows more details behind these calculations, and Exhibit A summarizes the results. “Average Last 4” is the adequacy that would result if we selected future loss development factors equal to the average of the last 4 development factors at each development point. “2nd to Last Diagonal” and “Last Diagonal” are the adequacies that would result if we selected future loss development factors equal to those on each of the last 2 diagonals of the development factor triangle. The last diagonal represents the development (payments and/or adjuster case reserve changes) during the most recent 6 calendar months for each accident semester. The second-last diagonal represents the development during the 6-month period that ended 6 months ago.

[Paid and Incurred] Loss Development vs. Average [Paid and Incurred] Loss Development:

When we make our projections of ultimate losses, we need to consider trends in the frequency and severity of claims and consider the underlying influences on the historical changes in frequency and severity. The dollars of paid and incurred losses would be expected to increase in magnitude as our premium dollars and exposures increase. In the development of paid and incurred loss dollars, we observe these increases over time but do not necessarily know whether they are due to increases in severity of claims, increases in the volume of business, or a mixture of both. On the other hand, by looking at the development of average paid and average incurred losses, we are able to focus upon changes in severity over time. Therefore, we tend to rely more heavily on the development of average paid and average incurred losses (summarized in columns (2) and (5)) than that of the pure paid and incurred loss dollars (summarized in columns (1) and (4)).

 

Each data point in the

Average Paid Loss

development triangle

   =   

[Paid Loss Dollars]

[Paid Counts]

  

(Paid Counts = Claim features

(closed or open) with loss

payment)

Each data point in the

Average Incurred Loss

development triangle

   =   

[Incurred Loss Dollars]

[Incurred Counts]

  

(Incurred counts = Claim features closed with loss payment + open

features.)

The ultimate losses for the Average Incurred Projection (column (5) of exhibit A) are calculated for each accident semester as:

 

 

Ultimate Losses for the
Average Incurred Projection

(column (5) of exhibit A)

 

   =   

 

[Ultimate Average
Incurred Severity]

(11)

 

   X   

 

[Indicated Ultimate Counts]

(20)

 

The ultimate average incurred severities are derived from the projections of average incurred losses, as shown in Exhibit B. The indicated ultimate counts are selected from the 4 projections of counts, as described later in this section. Similar calculations are performed for the average paid projection. These calculations are illustrated in the following chart, an excerpt from the relevant columns of Exhibit A:

 

Page 13


      (10)    (20)    (2)=(10)X(20)    (11)    (20)    (5)=(11)X(20)     
Accident
Semesters
Ending
   Avg. Paid
Severity
   Indicated
Ultimate
Counts
   Avg. Paid
Projection
Ult ($000)
   [Per Exh B]
Avg. Incr
Severity
   Indicated
Ultimate
Counts
   Avg. Incr
Projection
Ult ($000)
    

PRIOR 3 yrs

   5,863    6,035    35,385    5,857    6,035    35,347    

Jun-2004

   5,796    1,888    10,940    5,918    1,888    11,170    

Dec-2004

   6,141    2,144    13,163    6,192    2,144    13,273    

Jun-2005

   6,342    2,173    13,781    6,436    2,173    13,985    

Dec-2005

   5,404    1,826    9,868    5,643    1,826    10,304    

Jun-2006

   6,280    1,512    9,492    6,682    1,512    10,100    

Dec-2006

   5,686    1,219    6,928    6,671    1,219    8,129    

Jun-2007

   7,449    1,164    8,667    7,501    1,164    8,727    

Dec-2007

   8,940    1,350    12,069    7,165    1,350    9,673    
   
                                   

Paid (and Average Paid) Losses - The development of paid losses is influenced by the rate at which claims are recorded, the rate at which the claims are paid and settled, and the severity of the claims. Injury claims (BI, PIP, and UMBI) tend to have more variability in development and a longer payment period than property/physical damage claims (comprehensive, collision, and property damage).

The recording of claims can be influenced by the time it takes for the claimant to report the claim and the time it takes for the Company to record the claim. The time it takes for the claimant to report the claim can be influenced by external forces, such as laws and regulations in the state, the legal environment, and the economy. The time it takes for the Company to record the claim can be influenced by changes in claim processing.

Some or all of the same items as mentioned for claim reporting and recording can also influence the rate at which claims are paid and settled. In addition, the rate of payment of claims tends to be related to the severity of claims. Smaller claims tend to settle more quickly and larger claims tend to settle more slowly. As a result of this relationship, we consider the closure rate when making our judgments regarding paid (and average paid) loss development.

As stated above:

 

  Closure Rate    =   

[# of Claims Closed w/ Payment]

[Selected Ultimate Incurred Claim Count]

 

  

We look at this ratio to see if there is a change in the rate of claim closure, which may impact the paid loss development (historically and in the future). Column (13) of Exhibit A shows the closure rate at the first evaluation point for each accident period. We also look at further development points for the same reason, but it is the first development point (i.e., 6 months) that tends to be the most informative, since the closure rate tends to vary more when claims are less mature. Greater variability in the closure rate causes greater distortions in the development of paid (and average paid) losses.

 

Page 14


The following section from Exhibit A (as well as the underlying data) illustrates this point:

 

                        
         (Data)    (20)    (13)
     Accident
Semesters
Ending
  Features
Closed w/Pay
@ 6 Months
   Indicated
Ultimate
Counts
   =(Data)/(20)
Closure Rate
@ 6 Months
   

Jun-2004

  636    1,888    33.7%
   

Dec-2004

  613    2,144    28.6%
   

Jun-2005

  568    2,173    26.1%
   

Dec-2005

  589    1,826    32.3%
   

Jun-2006

  466    1,512    30.8%
   

Dec-2006

  322    1,219    26.4%
   

Jun-2007

  273    1,164    23.5%
   

Dec-2007

  290    1,350    21.5%
                   

For this segment, the closure rate has been decreasing for the past 4 consecutive accident semesters. This will tend to distort the predictive value of our historical paid (and average paid) loss development. The current paid losses will therefore not be expected to develop similarly to the historical paid losses. If a standard paid development projection is applied blindly, the resulting indication will likely not be reasonable.

Assuming that the lower severity claims are settled first, the trend seen in the closure rate would imply that the claims that have been paid in the most recent accident periods have a lower average severity (at the 6-month evaluation point) than those in the past. (See the example below for an illustration of this point). In addition, the future development of these losses may be understated if historical development patterns are applied. Therefore, the ultimate losses may be understated, the required reserves may be understated, and the reserve adequacy may be overstated.

There is an actuarial approach known as the Berquist-Sherman method (as described in a paper co-authored by James Berquist and Richard Sherman), which can be used to adjust historical paid losses for these distortions. A standard application of this methodology assumes that the current closure rate would apply going forward. Historical paid losses would be adjusted to reflect the development that would have been expected to occur if the current closure rates had been relevant in the past. We may utilize an adaptation of this methodology for some segments, but we would also supplement it with judgment.

The closure rate pattern is discussed with our claims management organization to determine what may be causing it to change (e.g., process changes, staffing changes, or change in the volume of claims). We consider whether the trend is expected to continue or reverse, or whether we are now at the level that is expected to remain consistent. We consider this information in our selections for future development of paid (and average paid) losses.

With this specific segment, some of the hypotheses stated above are not necessarily true. In fact, application of the paid and average paid development factors from the most recent 6-month period (i.e., the result of the “last diagonal,” as shown at the bottom of columns (1) and (2) of Exhibit A) would result in lower reserve adequacy.

Upon further review, we conclude that the vast majority of the reserve inadequacy that results from the last diagonal of the paid projections is due to the most recent accident semester. For this period, even though the closure rate is lower than history, the average paid loss is higher

 

Page 15


than history. This is a time when it is especially helpful to discuss these issues with management, to get additional information that may help in the analysis. It is quite possible that there are process changes or specific claims that may help to explain this development and help us to make better judgments. This type of volatility in paid development also indicates that it may be preferable to give more credibility to the incurred projections in making our final selections of indicated ultimate losses.

Incurred (and Average Incurred) Losses – Incurred losses that we use in our analysis consist of paid losses plus adjuster-set case reserves. Recall from Section III (Types of Reserves) that the case reserve amount carried on the Company’s financial records for each open claim is the average reserve if it is below the threshold, or the adjuster-set reserve if it is greater than or equal to the threshold. However, when we analyze the development of incurred losses in order to make our projections, it is more meaningful to use the adjuster estimates (when available) for all claims, regardless of amount.

When a claim is reported, the case reserve is set according to the average as determined by the actuarial reviews. However, when the adjuster has enough information about the claim to make a reasonable estimate of its value, the adjuster may enter an estimate of its ultimate cost into the claims system. The adjuster then revises this amount when additional information is known about the claim. These adjustments can be done any time until the claim is settled.

It is appropriate for the financial records to carry the average amount (as long as it is below the threshold), since we have found that the average amounts are reasonably accurate at aggregate levels. However, in order for the actuarial analysis of the claim development to consider all of the information available about the development of claims, it is appropriate to use the adjuster estimates (whether above or below the threshold) for this analysis.

Since incurred losses include case reserves on each claim, each claim carries an incurred loss estimate as soon as it is reported. Also, case reserves are adjusted whenever additional information is known about the claim. For these reasons, the incurred (and average incurred) losses are usually more reliable than the paid (and average paid) losses for projection of ultimate losses. We feel this is especially true when we have volatile closure rates (and therefore volatile paid loss development), as we do with this segment.

Since paid losses are a component of incurred losses, the same processes and forces influence the development of incurred losses. However, the case reserve estimation that is added to the paid loss amounts helps to mitigate some of the distortions causing incurred loss development to normally be more stable than paid loss development. At the same time, the case reserve estimation adds another type of uncertainty to the process. As with paid losses, injury claims (BI, PIP, and UMBI) will tend to have more variability in development and a longer development period than property/physical damage claims (comprehensive, collision, and property damage). Since injury claims often involve lawsuits, those claims are more difficult for the adjusters to make accurate estimates of the ultimate amount needed to fully settle the claim.

If the claim adjusting process and external influences were the same in every state, and if there were no changes in processes, personnel, or external forces over time, then projection of incurred losses would be fairly straightforward. However, change does occur and we need to analyze our case reserving processes in order to make reasonable projections of incurred losses.

One of the parameters we consider in the analysis is “average adjuster case reserves.” This gives us the average values (and changes over time) of the case reserves that are used in our incurred (and average incurred) loss triangles. We expect an inflationary trend over time in the average adjuster case reserves. We also know that the changes we make to the averages in the case tables (per the actuarial reviews) will have an impact on the adjuster reserves used in our incurred triangles. This is because, until the time the adjuster makes an estimate, the adjuster reserve is the average reserve.

 

Page 16


We consider how much of the average adjuster case reserve amounts (and changes in those amounts) is due to adjuster estimates versus the averages from the tables. At the 6-month development point, approximately 27% of our open BI liability claims for tort states countrywide (those states without no-fault statutes) have adjuster estimates. This percentage varies considerably by state, and tends to be higher for states with no-fault statutes. Also, for a given state, the percentage may change over time (at the same development point). In addition, as claims age, the adjusters will enter estimated reserves on a greater proportion of the open claims. About 45% of our total inventory of open claims in tort states has adjuster estimates. Again, this percentage tends to be higher for states with no-fault statutes.

We look at this group of parameters to see if there is a change in the adjuster activity that may be affecting the incurred loss development and the incurred severities. Column (12) of Exhibit A shows the average adjuster case reserve at the first evaluation point (i.e., 6 months) for each accident period. We also look at further evaluation points for the same reason, but the first evaluation point tends to be the most informative.

Earlier, we mentioned that the closure rate influences the average paid severity. Also, note that the closure rate influences the average adjuster case reserve amount. The trend in both the average adjuster case reserve amount and the average paid severity are expected to be in the same direction as the trend in the closure rate. The following example illustrates this point:

 

Assume: (1)   All open claims are reserved at their ultimate payment amount
               (2)   The lower severity claims close before the higher severity claims
               (3)   The distribution of claims is as follows:
                 Total Incurred

# of Claims:

  25   25   50   100

Severity:

  5,000   10,000   16,000   11,750

Incurred Loss:

  125,000   250,000   800,000   1,175,000

 

Scenario I: Closure Rate = 50%

     Closed   Open       Total Incurred

# of Claims:

  50   50     100

Severity:

  7,500   16,000     11,750

Incurred Loss:

  375,000   800,000       1,175,000

 

Scenario II: Closure Rate = 25%

   
     Closed   Open       Total Incurred

# of Claims:

  25   75     100

Severity:

  5,000   14,000     11,750

Incurred Loss:

  125,000   1,050,000       1,175,000

Thus, the decrease in closure rate results in decreased severity of the closed (paid) claims and decreased severity of the open claims (which would be reflected in the average adjuster case reserve amounts).

 

Page 17


The following excerpt from Exhibit A illustrates this point for this segment:

 

         
          (12)   (13)     
    

Accident

Semesters

Ending

  

Avg. Adjuster
Case Reserves 

@ 6 Months

 

Closure Rate 

@ 6 Months

    
   

Jun-2004

   4,207   33.7%    
   

Dec-2004

   4,321   28.6%    
   

Jun-2005

   5,341   26.1%    
   

Dec-2005

   5,291   32.3%    
   

Jun-2006

   5,462   30.8%    
   

Dec-2006

   5,213   26.4%    
   

Jun-2007

   4,606   23.5%    
   

Dec-2007

   4,153   21.5%    
                  

This data potentially confirms the hypothesis for the most recent periods, that a decreasing closure rate will lead to decreasing average adjuster case reserves. However, there could also be other reasons for the decrease in these average adjuster case reserve amounts. Several possibilities are as follows:

 

   

There may have been a lower percentage of large claims

   

There may have been a significant change in the mix of business by limit

   

We may have made changes to the averages in the case tables that caused part of the decrease

   

There may have been process changes, causing:

  o Adjusters to leave claims at the case table average for a longer period of time before assigning their own estimates
  o Adjusters to estimate the value of the claims differently
  o Higher severity claims to settle more quickly
   

There may have been external (legal, regulatory, or environmental) forces causing severity of open claims (or all claims) to decrease

We discuss the adjuster reserving patterns with management to determine what may be causing this trend, whether it is expected to continue or reverse, or whether we are now at an expected level. We consider this information in our selections for future development of incurred (and average incurred) losses.

If adjuster estimates are lower than history for similar claims, we select higher development factors to project ultimate losses. There is also a Berquist-Sherman approach for incurred losses, which can be used to adjust historical incurred losses for changes in the strength of case reserves. A standard application of this approach would adjust the case reserve portion of the incurred losses to a level consistent with a selected trend in the average case reserves. We may utilize this methodology for some segments, and supplement it with judgment.

The selected reserve adequacies shown in columns (4) and (5) of Exhibit A are lower than those that would result from applying the development factors from the recent diagonals (i.e., the “default” adequacies). This results from our selected factors for the incurred projections being somewhat higher, on average, than those from the recent diagonals because we determined that the development in the recent past (the last few diagonals of the incurred triangles) was more favorable than we expect for the future.

 

Page 18


Bornhuetter-Ferguson Method – The “BF” method (columns (3) and (6) on exhibit A for Paid and Incurred, respectively) is an actuarial methodology that smoothes the projected ultimate losses between a pure incurred or paid development method and an expected loss ratio method. We usually utilize an estimated expected loss ratio on the four latest accident semesters only. This is because we assume that incurred development is reasonably reliable for periods over 2 years old and the BF method does not add much value beyond that point for our lines of insurance. The expected loss ratio can be based upon an average of the other projections, a historical average, an expected loss ratio used in rate filings and/or judgment. Given changes in growth rate and mix of business, especially the possibility of significant changes in the limits profile (shift to higher policy limits), the expected loss ratios in the more recent periods may vary significantly from historical levels.

The following chart illustrates the calculation for the BF incurred ultimate loss amount for the accident semester ending December 2007. This result is included in column (6) of Exhibit A.

 

          Bornhuetter-Ferguson using Incurred Loss Development   

Accident

Semester

Ending Dec-07

     
   

(a)

  Earned Premium (column (27))    16,161,630       
   

(b)

  Expected Loss Ratio (judgment)    63.0%       
   

(c)=(a)X(b)

  Expected Ultimate Losses    10,181,827       
   

(d)

 

Cumulative Loss Development Factor (6 mo to Ultimate)

Per Incurred Loss Development

   1.192       
   

(e)=1-1/(d)

  % Unreported    16.1%       
   

(f)

  Actual Incurred Loss @ 12/31/06 (column (7))    8,106,511       
   

(f)+((c)X(e))  

  Estimated Ultimate Loss (column (6))    9,748,218       
                   

Indicated Ultimate Losses (column (9)) – After consideration of the paid and incurred projections (in columns (1) through (6)) and all of the issues involved in those selections, we make our indicated ultimate loss selections for each accident semester. For this segment, we determined that the incurred projections are more reliable than the paid projections. Therefore, our selected ultimate losses are the average of the ultimate loss amounts from the three incurred projections.

Sometimes, we may judgmentally select ultimate loss amounts for some of the periods (usually the most recent periods) that are not based directly upon the six standard projections. It may be that the projected loss amount from the standard methods does not lead to a reasonable ultimate severity, pure premium and/or loss ratio. We would normally expect severity and pure premium to have trends that reasonably reflect internal and external trends in loss costs and inflation. These trends (as well as the frequency trend) are discussed with product management and pricing to verify the reasonableness of our assumptions. We do not necessarily expect to match their selected trends, but management should understand the reasons for the differences. We also expect the loss ratio to be somewhat level, other than changes due to business operations, rate levels or business mix.

 

Page 19


Consider the following chart, which contains information from Exhibit A:

 

                 
          (9)    (20)    (21)    (22)    (25)    (26)      
    

Accident

Semesters

Ending

   Indicated    Indicated      =(9)/(20)    Semi-Annual                  
        Ultimate    Ultimate   

Ultimate

Severity

  

Change In

Severity

  

Pure

Premium

  

Loss    

Ratio    

     
        Loss ($000)      Counts                  
    PRIOR 3 yrs    35,379    6,035    5,862         189    49.1%         
    Jun-2004    11,186    1,888    5,926         212    64.6%         
    Dec-2004    13,257    2,144    6,185    4.4%    211    70.7%         
    Jun-2005    14,046    2,173    6,464    4.5%    224    79.5%         
    Dec-2005    10,318    1,826    5,650    -12.6%    183    65.9%         
    Jun-2006    10,125    1,512    6,699    18.6%    199    68.6%         
    Dec-2006    8,175    1,219    6,709    0.2%    172    56.2%         
    Jun-2007    8,805    1,164    7,568    12.8%    197    61.9%         
    Dec-2007    9,695    1,350    7,182    -5.1%    186    60.0%         
                            
                            
    Total    120,987    19,309    6.8%    4 pt ann exp trend    -1.4%        
             6.5%    8 pt ann exp trend    -4.7%        
    Tot Paid Loss    93,602                    
                          
    Required Reserves    27,385                    
    Held Reserves    28,038                    
    Reserve Adequacy    654    2.4%    f Percent of required reserves        
                                        

 

Severity = [Ultimate Losses] / [Ultimate Incurred Counts]

 

Pure Premium = [Ultimate Losses] / [Earned Exposures]

 

Loss Ratio = [Ultimate Losses] / [Earned Premium]

 

If we do not believe that the severity is reasonable, we may select a different ultimate loss amount or ultimate count to make the resulting severity more reasonable. A revised selection would also be tested against the other parameters for reasonableness. For this segment, the ultimate severity (column (21)) for the last accident semester is 5% lower than the previous accident semester, but it is 7% higher than it was two semesters ago (7,182 / 6,709), and the fitted annual trend of about 6.5% appears reasonable. Changes in our mix of business may be causing the volatility in severity over the recent periods. The pure premiums (column (25)) and loss ratios (column (26)) that result from the selected losses also appear to be within a reasonable range, thus we conclude that the ultimate loss selections are reasonable.

 

Page 20


The required reserves and reserve adequacy in column (9) are then calculated by using the Identities as follows:

 

[Required Reserves]

  =    [Total Ultimate Losses]      [Total Paid Losses]   =    27,385
   

[Reserve Adequacy]

  =    [Held Reserves]      [Required Reserves]   =    654

Therefore, based upon this Accident Period analysis, our total held reserves are adequate by 654.

Claim Counts and Frequency – The following chart contains columns (14) through (19) of Exhibit A:

 

                 
          (14)    (15)    (16)    (17)    (18)    (19)      
    

Accident

Semesters

Ending

  

CWP Rate

@ 6 Months

   Ultimate    
CWP Rate    
  

Paid

Counts

Projection

  

Closed w/Pay
Counts

Projection

  

Incurred

Counts

Projection

  

Recorded    

Counts    
Projection    

     
   

PRIOR 3 yrs

             6,030    6,029    6,032    6,035         
   

Jun-2004

   26.3%    37.9%        1,885    1,886    1,888    1,887         
   

Dec-2004

   29.4%    40.4%        2,144    2,145    2,145    2,142         
   

Jun-2005

   27.6%    41.3%        2,132    2,134    2,175    2,171         
   

Dec-2005

   26.3%    39.8%        1,821    1,822    1,827    1,825         
   

Jun-2006

   30.7%    41.8%        1,483    1,486    1,514    1,509         
   

Dec-2006

   29.2%    42.5%        1,198    1,196    1,222    1,215         
   

Jun-2007

   32.4%    47.2%        1,080    1,074    1,179    1,148         
   

Dec-2007

   28.7%    43.1%        1,177    1,104    1,449    1,379         
       
             18,950    18,876    19,431    19,311         
                                        

The CWP Rate is the percentage of reported claims that are “Closed Without any loss Payment.” In column (14), this percentage is calculated at 6 months of development. Column (15) shows our projections of the ultimate CWP rates. Changes in CWP rates are usually due to process changes. In this example, the previous process may have been to open claims as soon as they were reported, without sufficiently verifying whether coverage existed. Under another process, claims may not open until there is additional information regarding the validity of the claim, causing the CWP rate to decrease. Note that this change in process should not affect the closure rate, since the calculation of closure rate excludes claims closed without payment.

Claim counts shown in columns (16) through (19) represent our projections of estimated ultimate counts of claims with loss payment for each accident semester. These estimates are made using different sets of data for each projection, sorted and analyzed by accident semester.

 

 

The Paid Count Projection (column (16)) uses feature counts for claims that have had loss payments, whether the features are currently open or closed.

 

 

The Closed With Pay Count Projection (column (17)) uses only feature counts for claims that have closed with loss payment.

 

Page 21


 

The Incurred Count Projection (column (18)) uses feature counts for claims that have closed with loss payment, plus claims that are currently open (whether or not there have been payments on them).

 

 

The Recorded Count Projection (column (19)) uses feature counts for all claims that have been recorded. The projected ultimate recorded counts are multiplied by [100% minus the ultimate CWP rates in column (15)] for the same respective accident periods to derive the ultimate counts in column (19). We do this to get the ultimate counts for claims with loss payment.

In this example, the projected counts using the paid count projections are lower than those using the incurred and recorded count projections for the most recent accident periods. This appears to be because of the closure rate issues discussed previously. Since the closure rate is lower than in the past, the projections of ultimate counts using paid counts will tend to be understated.

The following chart shows the selected ultimate incurred counts, which considered the projections, underlying information and judgments discussed above. In this case, we tend to give more weight to the incurred and recorded count projections in our selections, since the changing closure rate is causing distortions in the paid count development. Also shown are the resulting frequencies, the change in frequency from period to period, and the 4-point and 8-point annual fitted exponential trends. These fitted trends represent the average annual change in frequency, considering the historical selections over the past two years (4 points) and four years (8 points).

 

             
          (20)         (23)   (24)     
    

Accident

Semesters

Ending

  

Indicated    

Ultimate    

Counts    

   (28)    = (20)/(28)   Semi-Annual     
          

Earned    

Exposures    

  

Ultimate

Frequency

 

Change In

Frequency

    
   

PRIOR 3 yrs

   6,035        187,526        3.22%        
   

Jun-2004

   1,888        52,642        3.59%        
   

Dec-2004

   2,144        62,827        3.41%   -4.8%    
   

Jun-2005

   2,173        62,734        3.46%   1.5%    
   

Dec-2005

   1,826        56,287        3.24%   -6.3%    
   

Jun-2006

   1,512        50,881        2.97%   -8.4%    
   

Dec-2006

   1,219        47,667        2.56%   -13.9%    
   

Jun-2007

   1,164        44,804        2.60%   1.6%    
   

Dec-2007

   1,350        52,158        2.59%   -0.3%    
     
   

Total

   19,309        617,528        -7.6%   4 pt annual exp trend
             -10.5%   8 pt annual exp trend
                            

Generally, we would expect frequency to have trends that reasonably reflect the Company’s mix of business and/or the industry results. For this segment, this appears true, as we believe recent reductions in the frequency are due to a change in our mix of business as well as other external causes affecting the industry. We discuss this with management in order to check the reasonableness of our assumptions. If we do not believe that the frequency is reasonable, we may select a different ultimate count to make the resulting frequency more reasonable. However, changes in the counts may also change the resulting severities.

 

Page 22


Once we determine that the selected indicated loss amounts, frequencies, severities, pure premiums and loss ratios are what we consider to be reasonable, we are done with this phase of the analysis. However, we may re-visit some of these selections after we have done the record period and IBNR analyses if they result in significantly different conclusions.

As calculated above in column (9) of Exhibit A, our total held reserves are adequate by 654 based upon this accident period analysis. We may reduce the reserves by that amount, or we may change the reserves by an amount other than that. We base this judgment upon the credibility of the indications in the review. When the credibility of the review is higher, the overall reserve change will be closer to the indicated amount. The credibility is higher if our projections are relatively consistent with each other and the indications are consistent with prior reviews. On the other hand, if our projections are not reasonably consistent, or if there are recent changes in our indications of adequacy or trend, we attach less credibility to the current review.

The record period and IBNR analyses (shown on Exhibits C, D and E, and discussed later in this section) will determine how the adequacy is distributed by type of reserve, and how we should implement the changes by category.

 

Page 23


Exhibit B –Accident Period Average Incurred Loss Development

This is one of the standard projections we use in our analysis for most segment reviews. It tends to be the projection that is weighted most heavily in our selections of indicated ultimate losses.

The top portion of Exhibit B (un-shaded area) contains actual data in a triangular format. The section of Exhibit B shown below includes the actual data from the last 8 accident semesters, evaluated at 6-month intervals (semi-annual). The figures in the Blue Shaded cells are projected data points, which will be discussed later. The last column shows ultimate severities that result from the analysis that follows. Note that these ultimate severities are also carried over to column (11) of Exhibit A, as discussed previously.

 

 

Semiannual
Accident

  AVERAGE INCURRED LOSSES - ACCIDENT PERIOD ANALYSIS      

Periods

Ending

     1    2    3    4    5    6    7    8    Ultimate
Severity
    
Jun-04      4,315    5,241    5,457    5,704    5,786    5,787    5,822    5,865    5,918     
Dec-04      4,830    5,839    5,985    5,975    6,088    6,058    6,068    6,136    6,192     
Jun-05      6,277    6,306    6,180    6,140    6,283    6,269    6,307    6,378    6,436     
Dec-05        5,440    5,411    5,274    5,440    5,456    5,497    5,530    5,592    5,643     
Jun-06      6,155    6,126    6,269    6,366    6,461    6,509    6,548    6,622    6,682     
Dec-06      5,657    5,850    6,189    6,356    6,451    6,499    6,538    6,611    6,671     
Jun-07      5,513    6,756    6,959    7,147    7,253    7,307    7,351    7,434    7,501     
Dec-07      5,289    6,453    6,647    6,826    6,928    6,979    7,021    7,100    7,165     
                                                       

 

Each data point in the

Average Incurred Loss

development triangle

   =   

[Incurred Loss Dollars]

[Incurred Counts]

  

(Incurred counts = claim

features closed with loss

payment + open features.)

Also recall that incurred losses that we use in our analysis are made up of paid losses plus case reserves. The case reserves are the adjuster estimates when they exist, or the averages from the case tables (per the actuarial reviews) when the adjusters have not made estimates.

The ending month of each accident semester is in the left-hand column. The evaluation points (across the top) represent 6-month periods. The first evaluation point is the same date as the end of each respective accident period. Each successive evaluation point is 6 months later. The last (i.e. most recent, or current) evaluation point for each accident semester is the end of December 2007. This is sometimes referred to as the “last diagonal.” This last diagonal is shown in Red on the chart above.

For example, for the accident semester ending December 2006, the loss amount and count data that underlie the average incurred losses (in Bold Blue, with the current evaluation being on the same line in Red) in the above chart are as follows:

 

Page 24


          

Accident Semester

    Ending Dec-06

       Evaluated at Month-End            
             Dec-06        Jun-07            Dec-07          
   

(a)

   Paid Losses ($000)    646    2,414    4,238     
   

(b)

   Adjuster Case Reserves ($000)    6,719    5,295    3,653     
   

(c)=(a)+(b)

   Incurred Losses ($000)    7,365    7,709    7,891     
   

(d)

   Features closed w/ Payment    322    677    969     
   

(e)

   Open features    980    641    307     
   

(f)=(d)+(e)

   Incurred Count    1,302    1,318    1,275     
   

(g)=(c)/(f)

   Average Incurred Loss ($)    5,657    5,850    6,189     
                              

The middle portion of Exhibit B contains the age-to-age development factors, or “link ratios” in a triangular format. Each link ratio represents the development from one evaluation point to the next. For example, in the chart set forth below, the link ratios for the accident semester ending December 2006 are calculated as follows:

The development (of average incurred losses from the triangle at the top portion of Exhibit B) from evaluation point 1 to evaluation point 2 (or from December 2006 to June 2007) = 5,850 / 5,657 = 1.034. This means that, during that 6-month maturity period, the average incurred losses for that accident period increased by 3.4 percent. Similarly, from June 2007 to December 2007 (evaluation point 2 to evaluation point 3), the ratio was 6,189 / 5,850 = 1.058, or a 5.8 percent increase in the average incurred loss during that interval.

These calculations are done for every pair of data points on the triangle. (Notice that the last diagonal in the chart below is again colored Red. Also, the second-last diagonal is colored Blue ).

The purpose of this is to see how the claims have developed historically. This historical information is then used, along with other information and judgment, to estimate how the claims will develop in the future. If the data was “well-behaved,” you would expect the development factors to be consistent down each column. This would indicate that claim reporting, reserving and settlement patterns have been consistent throughout history.

You can see in the following table that the development factors are not consistent for State XYZ. We need to consider other parts of our analysis, as well as other information management can provide to try and understand the reasons for this inconsistent pattern. We use that information to select the factors for estimated future development.

In order to assist in this process, we average the development factors down each column in several ways. We also look at selections we made at the same intervals from previous reviews. This information is near the bottom of Exhibit B. Significant portions of this are also included in the chart below, along with the selected factors and the resulting ultimate severities.

 

Page 25


     Semiannual    Average Incurred Losses                        
    Accident    Age-to-Age Development Factors              
   

Periods

Ending

   1-2    2-3    3-4    4-5    5-6    6-7    7-8     
    Jun-04    1.215    1.041    1.045    1.014    1.000    1.006    1.007     
    Dec-04    1.209    1.025    0.998    1.019    0.995    1.002        
    Jun-05    1.005    0.980    0.993    1.023    0.998           
    Dec-05    0.995    0.975    1.031    1.003              
    Jun-06    0.995    1.023    1.016                 
    Dec-06    1.034    1.058                    
    Jun-07    1.225                       
   
          Average Factors and Selected Factors                    
   
       1-2    2-3    3-4    4-5    5-6    6-7    7-8     
    Avg. Last 4    1.062    1.009    1.010    1.015    0.996    1.009    1.005     
    Prior Select @ 6 Months    1.014    1.001    1.022    1.016    1.002    1.008    1.003     
    Prior Select @ 3 Months    1.130    1.030    1.007    1.021    1.007    1.011    1.009     
    Selected Factor (a)    1.220    1.030    1.027    1.015    1.007    1.006    1.011     
    Cumulative Factor
(b) = (next (b)) X (a)
   1.355    1.110    1.078    1.050    1.034    1.027    1.020     
                             
                Accident Semester Ending               
       
       Dec-07    Jun-07    Dec-06    Jun-06    Dec-05    Jun-05    Dec-04     
    Last Diagonal (c)
(from Average Incurred
Loss Triangle)
   5,289    6,756    6,189    6,366    5,456    6,269    6,068     
    Ultimate Severity
(d) = (b) X (c)
   7,165    7,501    6,671    6,682    5,643    6,436    6,192     
                                             

Avg. Last 4 means the arithmetic average of the last 4 factors from that respective development interval (i.e., from the column directly above). This tells us how the average incurred losses have developed over that interval over the past 4 semesters.

For example, for the 1-2 development interval,

 

Avg. Last 4    =  

(0.995+0.995+1.034+1.225)

4

   =    1.062                  

Since we review most segments every 3 months, the Prior Selections are shown for the most recent review (@ 3 months), and the review prior to that (@ 6 months). This gives us some perspective on how the actual development compares to our prior estimate of future development, and how our opinions have changed with updated information.

 

Page 26


The Selected Factors are colored green in the chart above. The most significant amount of judgment goes into the selection of the development factor for the first age interval, “1-2”. This is because these claims are the least mature. Therefore, there is less information known about them. The selected factor of 1.220 is higher than the average of the last 4 factors, as well as both of the prior selections for that interval. The actual development factor from the most recent 6 months (i.e., the last diagonal) was 1.225. This is the highest that it has been in recent history, and the selection shows that we expect this higher development in the future.

Recall the discussion of the average adjuster case reserves from Exhibit A. They decreased (at the 6-month evaluation point) for each of the past 3 semesters. Not surprisingly, the average incurred losses have also decreased for each of the past 3 semesters (at the 6-month evaluation point, i.e., the first column). Therefore, we expect the future development on the incurred losses to be higher than recent history.

The Blue Shaded portion in the chart at the beginning of this section (and at the top of Exhibit B) shows how we expect the average incurred losses to develop over time based upon our selected factors. For example, for accident semester ending December 2007, the current evaluation of the average incurred losses (last diagonal) is 5,289 per claim. When this is multiplied by the selected 1-2 development factor of 1.220, the resulting average in the first Blue Shaded cell of that accident period is 6,453. That is what we project the average incurred losses to be for accident semester December 2007, when they are evaluated 6 months later (at June 2008). Similar calculations are done for each development period and each accident period. This technique is sometimes referred to as “completing the rectangle.”

When the selected age-to-age development factors are multiplied by each other from the current development point (last diagonal) to the ultimate development (when all claims are expected to be closed), the resulting factor is called the “Cumulative” loss development factor (LDF). The ultimate severity for each accident period is then the amount at the last diagonal, multiplied by the cumulative factor. For example, for the Accident Semester ending December 2007:

Ultimate Severity = 5,289 X 1.355 = 7,165

As explained previously (in the discussion of Exhibit A), ultimate severities are multiplied by the indicated ultimate counts, to derive the ultimate losses from this projection. Both the ultimate severities and the ultimate losses are carried onto Exhibit A, to be considered in the final selections.

There is another reasonableness test done on Exhibit B. We compare the adequacies that would be derived from several different selections of future loss development factors. This chart is from the box in the middle of Exhibit B, about 2/3 of the way across the page, and it is also carried onto Exhibit A for reference. It uses the identities as discussed previously:

Required Reserves = Total Ultimate Losses – Total Paid Losses

Reserve Adequacy = Held Reserves – Required Reserves

 

 

Reserve Adequacy based on defaulted and actual selections

of loss development factors using Average Incurred Development

    Loss Development Factors     

Adequacy

($000)

    
    Average Last 4      3,835     
    2nd to Last Diagonal      1,951     
    Last Diagonal      3,154     
    Selected Avg Inc Indication      932     
    Selected Ultimate Indication      654     
               

 

Page 27


According to the final selections of indicated ultimate losses, the loss reserve adequacy is 654. This calculation is summarized on Exhibit A. The chart shows that, according to our selections from the average incurred development projection, the adequacy would be 932. We relied upon this projection, as well as the incurred loss development and the incurred Borhuetter-Ferguson method, for our final selections.

Had we used default selections for the loss development factors from the average incurred development, our adequacy would have been higher. These default adequacies, as shown in the chart, are the result of the Average of the Last 4 factors, as well as the factors from the Second-Last Diagonal and the Last Diagonal. For example, the factors on the Last Diagonal are shown in Red above (on the triangle of Age-to-Age Development Factors). If the current losses would develop at the rate indicated by this set of factors, adequacy would be 3,154. Similarly, if the current losses would develop according to the factors along the Second-Last Diagonal, as shown in blue above, adequacy would be 1,951.

On average, our selected factors are higher than the default factors, because we expect the average incurred losses to develop at a higher rate in the future than they have in the recent past. Higher selected development factors lead to higher ultimate losses, which lead to higher required reserves, thus a lower reserve adequacy. Therefore, even though our selected adequacy is outside of the range of the default selections, we conclude that it is reasonable, based upon other information we have gained through the analysis.

 

Page 28


Exhibit C – Record Period Analysis

This exhibit summarizes our record period analysis for this segment, so the claims are sorted and analyzed by record date. We utilize 6-month record periods (i.e., record semesters), which represent all claims that have been recorded during the 6-month period ending at the end of the designated month (in the left-hand column of the exhibit).

The record period analysis measures the adequacy of our case reserves. In other words, the estimated ultimate losses for each record period include losses for claims that have already been recorded. They do NOT include losses for unrecorded claims, thus they exclude IBNR.

The information summarized on this exhibit is similar to the information summarized on Exhibit A. The issues involved in the analysis of record period losses are similar to the issues for accident period losses. The calculations of the components of the analyses are also very similar. Therefore, the focus of this discussion will be to compare and contrast the results of Exhibit C (Record Period, or RP) with Exhibit A (Accident Period, or AP).

Reserve Adequacy – In both the RP and AP analyses, the selected adequacies for the paid projections are higher than those of the incurred projections. The reasons (e.g., changes in closure rate) were discussed with Exhibit A, and the same reasoning is relevant for record period development. Almost every one of the defaulted AND selected adequacies is LOWER for the RP analysis than for the same respective projections in the AP analysis. This is summarized in the following chart, which pulls information from both Exhibits A and C:

 

                                                   
          

(1)

 

 

(2)

 

 

(3)

 

  

(4)

 

 

(5)

 

 

(6)

 

  

(9)

 

    
     

Reserve

Adequacy

   Paid
Projection
($000)
  Avg. Paid
Projection
($000)
  BF Paid
Method
($000)
   Incurred
Projection
($000)
  Avg.
Incurred
Projection
($000)
  BF
Incurred    
Method    
($000)    
   Indicated    
($000)    
    
          Accident Period Analysis (Exhibit A)       
       
    

Selected

   1,148   1,347   1,545    629   932   400        654        
       
    

Avg Last 4

   3,132   (2,025)      3,261   3,835         
    

2nd Last Diag

   2,865   (3,318)      624   1,951         
    

Last Diag

   (7,001)   (6,264)      3,470   3,154         
       
                                         
          Record Period Analysis (Exhibit C)       
       
    

Selected

   (882)   (116)      (1,079)   (1,108)      (1,029)        
       
    

Avg Last 4

   1,021   (2,991)      559   1,378         
    

2nd Last Diag

   1,284   (3,280)      (1,436)   242         
    

Last Diag

   (8,089)   (7,008)        1,646   1,614             
   
                                         

 

Page 29


Since the record period development results in lower adequacy (or more inadequacy), the selected adequacy would be expected to be lower for case reserves than for total reserves. This implies that IBNR reserves are expected to be more adequate.

Severity – The timing difference between when accidents occur and when they are recorded will help explain how severities differ between the analyses. Accidents are reported and recorded AFTER they occur, and severity is normally expected to increase over time, due to inflation. Therefore, for a given period-ending date, the record period severity (for accidents from earlier periods) is expected to be LOWER than the accident period severity for the same respective semester. The following chart illustrates this reasonableness test for this segment:

 

             
         

Ultimate Severity

     
   
       Exh A (21)   Exh C (12)     
       
     

Semesters

Ending

 

Accident

Periods

 

Record

Periods

     
                   
    

Jun-2004

  5,926   5,404     
    

Dec-2004

  6,185   6,265     
    

Jun-2005

  6,464   6,651     
    

Dec-2005

  5,650   5,521     
    

Jun-2006

  6,699   6,770     
    

Dec-2006

  6,709   6,618     
    

Jun-2007

  7,568   7,333     
    

Dec-2007

  7,182   6,622     
                   

In this example, the relationship is reasonable for most of the periods. For the periods in which it is not, there may be some large claims for which the timing difference is not consistent. Also, the severity trend is not consistent in this segment, as there was a significant decrease in severity in the latter half of 2005. The underlying data would be investigated to determine whether this inconsistency is reasonable.

Counts – The indicated ultimate counts (shown in column (15) of Exhibit C and column (20) of Exhibit A) should also be similar, in aggregate, between the two analyses. If frequency is relatively flat and we are growing in volume, the aggregate claim counts should be higher for the accident period analysis than for the record year analysis due to the expected time lag between the occurrence and the recording of accidents. In this segment, we were actually declining in premium and exposure volume over most of the past two years, until a recent growth spurt. In addition, frequency had been decreasing over most of the period, but it flattened out over the past year. The aggregate accident period counts (19,309) are slightly lower than the aggregate record period counts (19,331), which is a reasonable result.

 

Page 30


Based on the analyses in Exhibits A and C, we have determined the following (in $000’s):

 

Adequacy of total reserves, per accident period analysis

   =         654

Adequacy of case reserves, per record period analysis

   =    (1,029)

Since IBNR Reserves = [Total Reserves] – [Case Reserves], then:

 

Adequacy of

IBNR Reserves

   =    [Total Reserves Adequacy]      [Case Reserves Adequacy]    
     =    654      (1,029)    
     =    1683             

This calculation confirms that since the total reserves are adequate overall, and the case reserves are inadequate, the IBNR reserves are expected to be adequate.

We do a separate analysis of “late reported claims” by lag period, in order to independently determine IBNR reserve adequacy. We compare the results of that analysis to the results above to test for reasonableness.

 

Page 31


Exhibit D – Summary of Estimated IBNR

This exhibit summarizes our IBNR analysis for this segment. Section III of this report briefly explained what IBNR reserves are, and some of the theory behind the calculations. The focus of this section will be to relate the theory to the actual application of the results and to discuss some of the issues involved.

IBNR reserves represent estimates of losses for claims that have already occurred but have not yet been recorded by the Company. These are sometimes referred to as “late reported claims.” The later the claim is recorded (after the accident occurrence), the greater the lag for that claim.

Exhibit E (discussed later) illustrates some of the details behind the calculations and selections of future pure premiums used in this exhibit (column (4)). In order to estimate the required IBNR reserves, we group the claims by lag period (i.e., the length of time from claim occurrence date to record date). Then, the claims for each lag period are sorted and analyzed by accident date.

Exhibit D summarizes 4 1/2 years of required IBNR, by accident quarter. The relevant accident periods are shown in column (3). The most recent period should have the largest proportion of required IBNR, since it is expected to have the largest proportion of unreported claims. Therefore, we will focus on the most recent accident quarter. The following chart shows columns (1) through (9) from the December 2007 row of Exhibit D:

 

        

 

Column

    

 

Description

  

 

Amount

    
   
    (1)      Prior Review Future Pure Premium    $35.65    
    (2)      Calculated Pure Premium using 6-mo. Emerged    $34.05    
    (3)      Quarterly Record w/in Accident Period Ending    Dec-2007    
    (4)      Total Future Pure Premium    $33.52    
    (5)      Earned Exposures    26,942    
    (6)      Earned Premium    $8,437,252    
    (7)      Indicated IBNR = (4) X (5)    $903,099    
    (8)      Indicated IBNR Factor = (7) / (6)    10.7%    
        

(9)

 

    

Current IBNR Factor

 

  

11.6%

 

    

Pure Premium is defined as Losses per Exposure (or per Earned Car Year).

At the time of the prior review, we projected that the required IBNR reserves were $35.65 per exposure (column (1)) for the most recent accident quarter. However, we now have updated information on claims that have been reported (or “emerged”) since that evaluation date, on accidents that occurred prior to that date. Based upon the emergence over the past 6 months, we now (retrospectively) project that the required IBNR reserves should have been $34.05 per exposure (column (2)) for the most recent accident quarter. Therefore, the actual emergence has been slightly lower than expected for this period.

 

Page 32


Note that the “6 month emerged pure premium” of $34.05 is used in our judgment of future pure premium for accident quarter December 2007. However, it is based upon data from the June 2007 accident quarter, because June 2007 is the most recent quarter for which there has been 6 months of emergence. It is a retrospective result because it restates what we would have needed 6 months ago if we had the next 6 months of information at that time. The following chart shows the calculation of the retrospective indicated IBNR factor and the retrospective 6-month emerged pure premium for accident quarter June 2007, which are used in our judgments for accident quarter December 2007:

 

    

 

Column

    

 

Data for Acc Qtr June-2007

  

 

Amount

     
                
   

(10)

     IBNR Emerged since June-2007    $570,118     
   

(7)

     Estimated Future Indicated IBNR    $202,219     
   

(sum)

     Retrospective Indicated IBNR @ Jun-07 = (10)+(7)    $772,337     
   

(6)

     Earned Premium    $7,197,385     
   

(11)

     Retro Indicated IBNR Factor @ Jun-07 = (sum)/(6)    10.7%     
   

(5)

     Earned Exposures    22,681     
   

Dec-07  (2)

 

    

Retro 6 month emerged pure premium = (sum)/(5)

 

   $34.05

 

    

The following chart shows the first 4 columns of Exhibit D for the 8 most recent accident quarters:

 

                               
     (1)    (2)    (3)    (4)      
    

Prior Review

Future

Pure Premium

  

Calculated

Pure Premium

Using 6 month

Emerged

  

Quarterly

Record within

Accident Periods

Ending

  

Selected

Total

Future

Pure Prem

     
           
   

5.14

   3.62    Mar-2006    3.44     
         
   

5.69

   4.11    Jun-2006    4.00     
         
   

6.81

   5.14    Sep-2006    4.78     
         
   

7.58

   5.64    Dec-2006    5.47     
           
   

8.95

   6.33    Mar-2007    6.59     
         
   

11.31

   9.00    Jun-2007    8.92     
         
   

15.82

   13.83    Sep-2007    11.74     
         
   

35.65

   34.05    Dec-2007    33.52     
                               

If you compare all of column (2) to column (1) on Exhibit D, you can see that we have generally experienced favorable IBNR emergence. As stated at the beginning of this section, the results of this case study are not intended to represent the actual results of the Company. Our intent is to illustrate and discuss issues that we consider during an analysis. The result in this case study may be due to:

 

 

Fewer claims than expected were reported (i.e., lower frequency than expected)

 

The severity of the “late reported claims” has been lower than expected

 

There may have been a process change that impacts the timing of claim reporting and/or the severity of late reported claims

 

There may be external forces that impact timing of claim reporting and/or the severity of the late reported claims

 

Page 33


Our selected pure premiums are based upon the actual emergence and development of “late reported claims” (by reporting lag period within each accident period), as well as judgment. They also include an expected level of inflation, since our current IBNR reserves need to be at the cost level that is relevant to each respective accident and record period. The selected Future Pure Premiums are shown in column (4). We selected $33.52 per exposure for the most recent accident period. The details of the calculations that make up these future pure premiums are included in Exhibit E, and explained later in this section.

The following chart shows columns (3) through (9) of Exhibit D for the 8 most recent accident quarters:

 

                 
    

(3)

   (4)    (5)    (6)    (7)=(4)X(5)    (8)=(7)/(6)    (9)     
     

 

Quarterly

Rec w/n Acc

Periods

Ending

  

Total

Future
Pure Prem  

  

Earned
Exposures

  

Earned
Premium

  

Indicated

IBNR

  

Indicated

IBNR

Factors

  

Current

IBNR

Factors

     
           
    

Mar-2006

   3.44    26,502    7,425,622    91,225    1.2%    3.1%     
           
    

Jun-2006

   4.00    24,379    7,323,851    97,579    1.3%    3.0%     
           
    

Sep-2006

   4.78    24,375    7,367,666    116,551    1.6%    4.1%     
           
    

Dec-2006

   5.47    23,292    7,189,243    127,483    1.8%    4.5%     
                 
    

Mar-2007

   6.59    22,123    7,035,903    145,689    2.1%    4.9%     
           
    

Jun-2007

   8.92    22,681    7,197,385    202,219    2.8%    5.7%     
           
    

Sep-2007

   11.74    25,217    7,724,378    295,929    3.8%    6.9%     
           
    

Dec-2007

   33.52    26,942    8,437,252    903,099    10.7%    11.6%     
                                                  

The indicated IBNR in column (7) represents the expected late emergence of features that have been incurred but not yet recorded for each respective accident period. Since pure premium (column (4)) is “Losses per Exposure”, you need to multiply it by the number of exposures during that period (column (5)) to get the expected amount of late recorded losses. For the accident quarter ending December 2007 shown above, this calculation is as follows:

 

Indicated IBNR    =    [Future Pure Premium]    X    [Earned Exposures]
     =    33.52    X    26,942
     =    903,099          

In order to carry the appropriate level of IBNR reserves in the Company’s financials, we assign “IBNR Factors” to each trailing 3-month period of earned premium. Therefore, our IBNR reserves will change as our premium volume changes. This should allow our IBNR reserves to keep up with inflation and changes in mix of business for months in which we do not complete a review.

The indicated IBNR factors in column (8) are then calculated as follows in the example above for the accident quarter ending December 2007:

 

         

[Indicated IBNR]

Indicated IBNR Factor

  =    [Earned Premium]
     =   

903,099

         8,437,252
    =    10.7%

 

Page 34


The indicated factors in column (8) are less than the current factors in column (9). This is not surprising, since we experienced favorable emergence. We test the reasonableness of our indicated factors in column (8) by comparing these to the factors in column (11), which result from the actual emergence from the past 6 months added to the expected future emergence for the each respective accident quarter. This information is shown in the following excerpt from Exhibit D:

 

                          
                 (11)    
       (3)      (8)         
       

Quarterly

Record within

Accident Periods

Ending

    

Indicated

IBNR

Factors

    

6-mo

Emerged

Indicated

IBNR

Factors

    
                        
      

Sep-2005

          1.3%    
      

Dec-2005

            1.5%    
      

Mar-2006

     1.2%      1.8%    
      

Jun-2006

     1.3%      1.9%    
      

Sep-2006

     1.6%      2.1%    
      

Dec-2006

     1.8%      2.9%    
      

Mar-2007

     2.1%      4.3%    
      

Jun-2007

     2.8%      10.7%    
      

Sep-2007

     3.8%         
      

Dec-2007

     10.7%         
                               

Each indicated factor from the current evaluation in column (8) would be compared to the “emerged” indicated factors in column (11) from 2 quarters prior (2 rows up). This shows that the selected indicated factors are reasonable, based upon the recent emergence patterns.

The bottom portion of Exhibit D summarizes the IBNR reserve adequacy, by comparing the indicated IBNR reserves to the carried (or held) IBNR reserves. This is summarized below:

 

                  
     ($000)    IBNR Reserves     
   

2,437

   Indicated (Sum column 7)    
       
   

4,452

   Held IBNR    
       
   

2,015

   Adequacy = Held - Indicated      
                  

The indicated IBNR of 2,437 at the bottom of column (7) is the sum of the indicated IBNR for all accident periods, based upon the calculations as illustrated above. The carried (or held) IBNR of 4,452 is equal to each of the current IBNR factors in column (9) multiplied by each of the 3-month-ending earned premiums in column (6). The calculation shows that our IBNR reserves are 2,015 conservative.

 

Page 35


As mentioned previously, IBNR Reserves = Total Reserves – Case Reserves.

 

Expected IBNR

Reserve Adequacy

   =   

[Adequacy of Total Reserves]

(Exhibit A)

     

[Adequacy of Case Reserves]

(Exhibit C)

(per the accident

period and record

   =    654       (1,029)

period analyses)

   =    1,683      

 

Difference in

IBNR Adequacy

   =    [Adequacy per IBNR Analysis]       [Adequacy per Accident and Record Period Analyses]

(Per separate

   =    2,015       1,683

analyses)

   =    332      

Since our total carried loss reserves for this segment are 28,038 (as shown on Exhibit A), this difference in IBNR adequacy of 332 is about one percent. We conclude that this is a reasonable difference.

We may revise our IBNR factors in the indicated direction, in order to move our carried IBNR reserves toward the indicated amount. By decreasing IBNR reserves and increasing case reserves, we would obtain a reserve level that is consistent with our indications. Therefore, the case, IBNR and total loss reserves for this segment will be a reasonable provision for the expected future payments on claims for which we are liable.

 

Page 36


Exhibit E – IBNR Analysis

In order to estimate the indicated level of IBNR reserves, we need to estimate the expected future pure premiums by accident quarter. These selected pure premiums are shown in column (4) of Exhibit D. They are determined by summing the estimated future pure premiums for each report lag period within each accident quarter, adjusted for inflation. We select these lag pure premiums by grouping the claim data by lag period. We then sort and analyze the data by accident quarter for each lag period. Exhibit E summarizes the steps involved in this process.

Step 1: Selection of ultimate losses by accident period for each report lag group. We do this for 8 quarterly lag groups (from lag 0 quarters to lag 7 quarters); and for 5 annual lag groups (from lag 2 years to lag 6 years).

The lag 0 quarter includes all claims that are recorded in the same quarter in which the accidents occurred. Therefore, these are the reported claims as of the end of the accident quarter. The lag 1 quarter includes all claims that are recorded in the quarter following the quarter in which the accidents occurred. The following chart is an excerpt from page 1 of Exhibit E, showing the development of incurred losses for lag 1 by accident quarter, as well as the selected development factors and ultimate loss amounts:

 

               
   

Quarterly

   INCURRED LOSSES QUARTERLY LAG 1 - IBNR ANALYSIS     
   

Record w/in Accident

                      
    

Period End

  

0

  

1

  

2

  

3

  

4

  

Ultimate  

     
   

Jun-06

   473,607    400,046    393,187    374,912    353,414    320,368       
   

Sep-06

   523,663    444,461    382,911    458,488    390,422    372,461       
   

Dec-06

   772,190    700,711    604,762    577,760       524,747       
   

Mar-07

   553,743    496,540    466,983          414,268       
   

Jun-07

   559,263    621,759             508,232       
   

Sep-07

   673,829                527,186       
   
    

Loss Development

Factors (LDF)

  

0-1

  

1-2

  

2-3

  

3-4

  

4-5

          
   

Jun-06

   0.845    0.983    0.954    0.943    0.923        
   

Sep-06

   0.849    0.862    1.197    0.852           
   

Dec-06

   0.907    0.863    0.955              
   

Mar-07

   0.897    0.940                 
   

Jun-07

   1.112                    
   
   

Average Last 4

   0.941    0.912    1.015    0.932    0.963        
   

Weighted Avg. Last 4

   0.940    0.905    0.996    0.942    0.970        
   

Select

   0.957    0.921    0.977    0.952    0.972        
   

Cumulative

   0.782    0.817    0.887    0.908    0.954        
   

Ultimate Loss =

[Incurred Loss (last diag)]

X [Cumulative LDF]

   527,186    508,232    414,268    524,747    372,461        
                                                 

 

Page 37


The development column labeled “0” represents the incurred losses evaluated as of the end of the quarter that the claims were recorded. For example, the Red amount of 673,829 in the above chart represents the incurred loss amount for claims that occurred in the quarter ending September 2007 that were recorded in the quarter ending December 2007 (i.e. one lag quarter), evaluated as of the end of December 2007. Note that the accident quarter ending December 2007 has not yet experienced any lag 1 claims (since those would be recorded in the future, i.e., the first quarter of 2008). Thus, the most recent accident period in the lag 1 triangle is September 2007.

In order to select loss development factors for the IBNR analysis, we go through a process similar to what we do for the accident period and record period analyses. We use averages of the link ratios, as well as judgment in the selection process. We go through this selection process for each of the report lag groups.

Step 2: Summarize the ultimate losses for all lag groups into an exhibit like that shown on page 2 of Exhibit E. A section from this exhibit is shown below. Note that the selected ultimate losses from the lag 1 analysis (above) are transferred to this chart in the lag 1 column.

 

                                        
   

Quarterly

                      
   

Rec w/n Acc

   ULTIMATE LOSSES QUARTERLY LAG 1-6 EMERGENCE     
   

Periods

                      
     Ending    1        2       3       4       5       6      
   

Jun-06

   320,368    77,327    52,106    13,905    23,755    16,108     
       
   

Sep-06

   372,461    34,944    53,028    29,579    8,235        
       
   

Dec-06

   524,747    40,514    48,554    33,479           
       
   

Mar-07

   414,268    106,068    54,175              
       
   

Jun-07

   508,232    61,886                 
       
   

Sep-07

   527,186                    
                                                 

Step 3: Ultimate losses are “inflated” to the cost level of the last diagonal using the selected pure premium trend. We have selected an annual pure premium trend of +4.0 percent. This is based upon judgment, considering the historical severity and frequency trends for this segment. This is done because our objective is to estimate the required IBNR Reserves as of the current date, so we adjust the losses to the current cost level. The following chart is from the bottom of page 2 of Exhibit E and illustrates this point:

 

                                        
   

Quarterly

                      
   

Rec w/n Acc

   INFLATED ULTIMATE LOSSES QUARTERLY LAG 1-6  EMERGENCE     
   

Periods

        (using a +4.0% Pure Premium Trend)     
     Ending    1          2          3          4          5          6      
   

Jun-06

   336,466    80,420    53,661    14,180    23,989    16,108     
     
   

Sep-06

   387,359    35,987    54,078    29,870    8,235        
     
   

Dec-06

   540,412    41,316    49,032    33,479           
     
   

Mar-07

   422,472    107,113    54,175              
     
   

Jun-07

   513,240    61,886                 
     
   

Sep-07

   527,186                    
                                                 

 

Page 38


Note that the June 2007 lag 1 inflated value of 513,240 is equal to the projected ultimate loss amount of 508,232 in the previous chart, adjusted for one quarter of the 4.0 percent annual trend to bring its monetary value forward one quarter to the current cost level:

508,232 x 1.041/4 = 513,240

Step 4: Divide the inflated ultimate loss amounts by the earned exposures (for each respective quarter), to convert them to pure premium amounts. The results are shown on the top of page 3 of Exhibit E, and summarized on the chart below. This allows us to normalize these values. For example, the June 2007 lag 1 inflated pure premium is calculated as follows:

513,240 / 22,681 = 22.629

Step 5: Select projected pure premiums for each lag period, based upon this summary, as well as judgment. Those results are also shown at the bottom of the following chart:

 

                                                  
   

[From col (5)

of Exh D]

Earned

  

Quarterly

Rec w/n Acc

                         
            

INFLATED PURE PREMIUMS – QTRLY LAG 1-6

 

    
       Periods       (Inflated Ultimate Losses / Earned Exposures)     
     Exposures    Ending         1        2        3        4        5        6      
   

24,379

   Jun-06       13.801    3.299    2.201    0.582    0.984    0.661     
   

24,375

   Sep-06       15.892    1.476    2.219    1.225    0.338        
   

23,292

   Dec-06       23.202    1.774    2.105    1.437           
   

22,123

   Mar-07       19.096    4.842    2.449              
   

22,681

   Jun-07       22.629    2.729                 
   

25,217

   Sep-07       20.906                    
   
       Avg Last 8       22.272    3.685    2.708    1.314    0.767    1.614     
       Avg Last 4       21.458    2.705    2.243    1.048    0.638    0.732     
                                
       Select         21.458    2.705    2.243    1.048    0.638    0.732     
                                                             

IBNR for PIP and Physical Damage includes consideration of future salvage and subrogation recoveries, which can lead to distortions in the indicated pure premiums. To address this, the model has been enhanced to allow the analyst to develop salvage recoveries, subrogation recoveries, and gross losses separately.

Net Losses = Gross Losses – Salvage Recoveries – Subrogation Recoveries

This result is compared to the analysis using net losses as a reasonableness check to determine if the pure premium selections make sense. See section V of the report for a further explanation.

 

Page 39


Step 6: Inflate the selected pure premiums by the pure premium trend (of +4.0 percent annually for this segment) to the future periods for which the claims are expected to be reported.

For example, the selected pure premium for lag 2 is 2.705. The accident quarters that have future claims recorded 2 quarters after their occurrence are the accident quarters ending September 2007 and December 2007. All accident periods prior to that no longer need IBNR reserves from lag 2 for the current analysis. This is because those accidents have already been recorded as of the end of December 2007. However, the pure premium of 2.705 is at the cost level of December 2007 recorded values. Therefore, this pure premium needs to be inflated to the monetary level that is relevant for each future record period.

The chart at the bottom of page 3 of Exhibit E shows the results of these calculations. The chart below is a section from that exhibit to illustrate the calculations.

 

                                                            
       21.458    2.705    2.243    1.048    0.638    0.732    0.521              
   

Quarterly

                                  
   

Rec w/n Acc

      FUTURE PURE PREMIUMS BY QUARTERLY  LAG, INFLATED          Total     
   

Periods

                              Future     
    

Ending

  

1

  

2

  

3

  

4

  

5

  

6

  

7

  

8 - 27

       

Pure Prem

     
   

Jun-06

                     0.526    3.476       4.00     
   

Sep-06

                  0.740    0.532    3.510       4.78     
   

Dec-06

               0.645    0.747    0.537    3.545       5.47     
   

Mar-07

            1.058    0.651    0.754    0.542    3.580       6.59     
   

Jun-07

         2.266    1.069    0.657    0.762    0.548    3.615       8.92     
   

Sep-07

      2.732    2.288    1.079    0.664    0.769    0.553    3.651       11.74     
   

Dec-07

   21.670    2.759    2.310    1.090    0.670    0.777    0.558    3.687       33.52     
       Selected Pure Premiums from chart above:           
                       

The lag 2 selected pure premium of 2.705 is inflated by one quarter of the 4.0 percent annual trend for accidents that occur in the quarter ending September 2007 (since they will be recorded in the quarter ending March 2008), and by two quarters (i.e.  1/2 of a year) of the annual trend for accidents that occur in the quarter ending December 2007 (since they will be recorded in the quarter ending June 2008, i.e., two quarters in the future):

2.705 x 1.041/2 = 2.759

 

Page 40


Step 7: For each accident quarter, calculate the total future pure premium by summing all lag periods’ future pure premiums. For example, the total future pure premium for accident quarter ending December 2007 is 33.52. This is the sum of the future pure premiums for accidents that occurred during this quarter, but are expected to be recorded in future quarters:

 

Lag 1

   =    Claims expected to be recorded in the first quarter of 2008   
   =    Future pure premium of 21.670   

Lag 2

   =    Claims expected to be recorded in the second quarter of 2008   
   =    Future pure premium of 2.759   

and so on, across the Dec-07 row of the chart above.

The total future pure premiums are then transferred to column (4) of Exhibit D (Summary of Estimated IBNR), in order to calculate the total indicated IBNR reserves.

 

Page 41


Section VIII – Case Study: Loss Adjustment Expense Reserve Review

When a claim occurs, the ultimate amount of the loss is not known until final settlement (payment) of that claim. Through the life of the claim, we need to make sure that our loss reserves are adequate for all future payments on that claim, as illustrated in Section VII. However, we also incur expenses to adjust claims. Costs incurred in this “loss adjustment” process are called “loss adjustment expenses” (LAE). Like loss reserves, we also need to make sure that our carried loss adjustment expense reserves are adequate to cover the future payment of these expenses as we settle our outstanding claims.

There are two major categories of loss adjustment expenses:

 

   

“Defense and Cost Containment” (DCC) Expenses. This category is comparable to, but not exactly the same as, what was called Allocated Loss Adjustment Expenses (ALAE) prior to the definition change by the National Association of Insurance Commissioners (NAIC) in 1998. Since 1998, this category includes:

 

  o Defense and litigation-related expenses, whether internal or external
  o Medical cost containment
  o Other related expenses incurred in the defense of claims

 

   

“Adjusting & Other” (A&O) Expenses. This category is comparable to, but not exactly the same as, what was called Unallocated Loss Adjustment Expenses (ULAE) prior to the definition change by the NAIC in 1998. Since 1998, this category includes:

 

  o Fees of external vendors involved in adjusting our claims
  o Salaries and related overhead expenses relative to Company employees involved in a claim adjusting function
  o Other related expenses incurred in determination of coverage

We hold both case and IBNR reserves for each expense category. We may revise any or all of the following parameters in order to achieve the desired changes to case and/or IBNR LAE reserves for a given segment:

 

   

Revise Case LAE Reserves by changing:

 

  o Average reserves for DCC and/or A&O, which are applied to open claims below the threshold. (Note that the threshold for DCC expense reserves is usually $15,000 per claim, although very few case reserve amounts exceed that threshold. There is no threshold for A&O expense reserves).
  o The inflation factor, which can differ between DCC and A&O and which is applied to the averages in subsequent months

 

   

Revise IBNR LAE Reserves by changing:

 

  o IBNR factors for DCC and/or A&O, which are applied to earned premium

We evaluate the adequacy of our LAE reserve segments at least two times per year. DCC expense reserves are analyzed separately from A&O expense reserves. The segments for which we evaluate LAE reserves are similar to those for which we evaluate loss reserves. Although we have fewer LAE segments than loss segments, we enhanced our analysis of LAE reserves in 2006 by segmenting the data into smaller groups that are more homogeneous.

When we review the LAE expense reserves for a segment, we always complete the analyses of both DCC and A&O expenses for that segment. The segment reviewed in this case study is for a sample state and coverage for personal auto. Note that the data in this example is not from any specific segment and any similarity to specific segments is coincidental. Also, the investigations that are undertaken, the conclusions that are drawn, and the selections that

 

Page 42


are made are not necessarily the same as those that we would make in an actual review. The results of this case study are also not intended to represent the actual results of the Company. Our intent is to illustrate and discuss many of the issues that we consider during our analysis, in order to make reasonable selections. The calculations involved in the process will also be explained.

The identities for loss reserves are also relevant for LAE reserves, as follows:

 

 

[Required LAE Reserves] = [Total Indicated Ultimate LAE] – [Total Paid LAE]

 

 

 

[LAE Reserve Adequacy] = [Held LAE Reserves] – [Required LAE Reserves]

 

Ultimate LAE is derived differently for each of the two major LAE categories (DCC and A&O). In general, we attempt to determine how these expenses will develop in the future based upon how they developed in the past. In order to make reasonable selections, we look at several parameters and also consider the business issues that underlie the data.

We include several exhibits in our reviews to summarize our analysis that are also used in our discussions with the relevant business units. In this section, we present and describe the summary exhibits — Exhibit DCC, which summarizes the DCC expense analysis, and Exhibit ADJ, which summarizes the A&O expense analysis. Each exhibit is followed by an explanation of the calculations and a discussion of some of the issues that may be involved in the underlying data, as well as certain judgments we make in the selection process. We also discuss how different components of the analysis relate to each other.

Note that the LAE reserve review for a segment is usually not done in the same month as the loss reserve review for that segment. Therefore, when loss projections are used in the LAE review, they are comparable but not equal to the projections from the loss review. Also note that rounding in the exhibits, as well as the order of calculation, may make some of the figures in the case study appear slightly out of balance.

 

Page 43


Exhibit DCC

State LMN Auto BI DCC (ALAE) as of September 30, 2007

ESTIMATED ULTIMATE DCC - ACCIDENT PERIOD ANALYSIS

 

  (1)
(Proj Pd
Trgl)
  (2)=
(12) X (21)
  (3)=
(27) X (16)
  (4)   (5)   (6)=
(15)X(17)X(24)
  (7)=
(14)x(17)x(23)
  (8)
use
(1),(2),(3)
    (9)
(Proj Ct
Trgl)
  (10)
(Proj Util
Trgl)
  (11)=
(17) X (10)
  (12)
use (9),(11)
  (13)=
(12) /(17)
  (14)
(Proj Util
Trgl)
  (15)
(Proj Util
Trgl)

Semiannual Accident Periods

Ending

  Paid DCC
Projection
Ult ($000)
  Avg
Paid DCC
Projection
Ult ($000)
  Paid DCC
to Paid Loss
Projection
Ult ($000)
  Paid
Total DCC
To Date
($000)
  Paid
Att. & Legal
To Date
($000)
  Indicated
Ultimate
Med & Oth
($000)
  Indicated
Ultimate
Att. & Legal
($000)
  Selected
Ultimate
DCC Total
($000)
    Ultimate
DCC
Counts
  Ultimate
Projected
Utilization
  Projected
Counts
  Selected
DCC
Counts
  Selected
Total
Utilization
  Indicated
Attorney
Utilization
  Indicated
Medical
Utilization
Prior 3 Years   3,178   3,178   3,184   3,119   2,925   184   2,811   3,180       2,149       2,149   2,149   18.1%        
Mar-2004   646   646   656   569   535   33   576   650     448   26.4%   448   448   26.4%   14.7%   13.3%
Sep-2004   956   956   988   766   729   38   865   967     373   20.8%   373   373   20.8%   10.4%   11.0%
Mar-2005   943   943   998   634   595   44   845   961     491   25.1%   491   491   25.2%   14.7%   12.6%
Sep-2005   1,165   1,165   1,218   554   519   47   1,054   1,183       492   26.5%   492   492   26.5%   14.4%   14.5%
Mar-2006   921   921   897   284   261   43   827   913     342   17.2%   342   342   17.2%   10.0%   8.6%
Sep-2006   1,071   1,069   1,091   178   157   59   991   1,077     416   21.4%   416   416   21.4%   12.2%   12.6%
Mar-2007   1,125   1,214   1,123   68   57   73   1,151   1,154     483   20.5%   463   500   22.2%   12.0%   12.4%
Sep-2007   1,612   1,560   1,667   10   5   81   1,575   1,613     599   26.4%   631   615   25.8%   15.0%   12.5%
                                             
Total   11,617   11,653   11,823   6,182   5,784   602   10,694   11,698     5,793       5,804   5,826   21.0%        
                                         
Paid DCC   6,182   6,182   6,182         398   5,784   6,182                    
                                  TOTAL   ATTORNEY   MEDICAL
                      Required Reserves                 DCC   & LEGAL
  & OTHER
              204   4,911                        
  5,436   5,471   5,641   Required Reserves   5,115   5,516                    
  5,089   5,089   5,089   Held Reserves   (Med. & Oth) + (Att & Legal)   5,089                    
  (346)   (382)   (552)   Reserve Adequacy     (427)                    
                                               
                                   
    (16)   (17)                     (21)       (23)   (24)
    (Proj Loss
Trgl)
  (Proj Ct
Trgl)
      (18)   (19)             (Proj Sev
Trgl)
  (22)=

(8) / (12)

  (Proj Sev
Trgl)
  (Proj Sev
Trgl)
Semiannual     Indicated   Indicated                                      
Accident     Ultimate   Ultimate       Earned                 Projected   Selected

Total DCC

Severity

  Indicated

Att. &
Legal

Severity

  Indicated

Med. &
Oth.

Severity

Periods     Loss   Loss       Premium   Earned             Paid DCC      
Ending     ($000)   Counts       ($000)   Exposures             Severity      
Prior 3 Years       55,956   11,858           110,303   415,310                           1,480        
Mar-2004     7,375   1,695       16,893   65,209         (20)     1,442   1,450   2,308   148
Sep-2004     7,944   1,796       17,808   71,798   DCC Reserves / Loss Reserves   2,562   2,591   4,621   193
Mar-2005     9,849   1,951       19,990   81,197       Current:   16.4%     1,922   1,958   2,949   180
Sep-2005       11,640   1,855           22,326   86,394           Indicated:   19.0%       2,368   2,404   3,942   177
Mar-2006     9,877   1,985       23,173   88,720             2,693   2,669   4,174   251
Sep-2006     10,969   1,939       23,898   95,008             2,571   2,591   4,200   241
Mar-2007     11,142   2,256       24,471   103,970             2,428   2,308   4,250   260
Sep-2007     13,091   2,387       27,766   119,015             2,537   2,623   4,400   270
                                       
Total     137,843   27,722       241,210   955,611         4 pt Ann Exp Trend    -4.63%   -3.30%   3.46%   5.99%
                      8 pt Ann Exp Trend    11.81%   11.35%   13.23%   17.95%
                                   
  (25)=   (26)=   (27)     CWAPO = Closed With DCC (ALAE) Payment Only             (34)=   (35)=   (36)=
Semiannual   (1) / (16)   (2) / (16)   (Proj Pd/Pd)   (28)   (29)   (30)   (31)       (32)   (33)     (8) / (16)   (7) / (16)   (6) / (16)

Accident

Periods

Ending

  Paid Ult

DCC/Loss

  Average

Paid Ult

DCC/Loss

  Paid

to Paid Ult

DCC/Loss

    CWAPO

Count Ratio

@ 6 Mths

  Ultimate

CWAPO

Severity

  Ultimate

CWAPO Ct /

DCC Count

  Ultimate

CWAPO $/

DCC Amt

      %
Outside

Attorney
Per

Tot. Att.
Feat.

  % Inside

Attorney
Per

Tot Att
Feat.

    Selected

Total

DCC/Loss $ 

  Indicated

Att. &
Legal

/ Loss $

  Indicated

Med. &
Oth.

/ Loss $

                               
                               
Prior 3 Years                       633                                        
Mar-2004   8.76%   8.76%   8.90%     0.6%   196   9.6%   1.3%       49.8%   50.2%     8.81%   7.80%   0.45%
Sep-2004   12.04%   12.04%   12.44%     0.7%   558   7.1%   1.5%       28.0%   72.0%     12.17%   10.89%   0.48%
Mar-2005   9.57%   9.58%   10.13%     0.5%   334   7.1%   1.2%       27.0%   73.0%     9.76%   8.58%   0.45%
Sep-2005   10.01%   10.01%   10.47%       0.5%   808   7.1%   2.4%           27.1%   72.9%       10.16%   9.05%   0.41%
Mar-2006   9.32%   9.33%   9.08%     0.1%   981   5.1%   1.9%       34.5%   65.5%     9.24%   8.37%   0.43%
Sep-2006   9.76%   9.75%   9.95%     0.4%   691   6.6%   1.8%       22.8%   77.2%     9.82%   9.03%   0.53%
Mar-2007   10.10%   10.90%   10.08%     0.1%   262   3.0%   0.3%       33.1%   66.9%     10.36%   10.33%   0.65%
Sep-2007   12.31%   11.92%   12.73%     0.1%   1,807   2.4%   1.7%       34.6%   65.4%     12.32%   12.03%   0.62%

 

Page 44


Exhibit DCC – Defense and Cost Containment Expense Reserve Analysis

This exhibit summarizes our accident period analysis of the adequacy of the DCC expense reserves for this segment. The claims are sorted and analyzed by accident date using 6-month accident periods (i.e., accident semesters). Each accident semester represents all claims that have occurred during the 6-month period ending at the end of the designated month (in the left-hand column of the exhibit).

Since this is an accident period analysis, it measures the adequacy of our total DCC expense reserves (case + IBNR). In other words, the estimated ultimate amounts for each accident period include DCC expenses for claims that have already been reported PLUS DCC expenses for claims that have not yet been reported.

In the following illustration, we discuss the analysis of total DCC, followed by the analyses of the two major components: Attorney & Legal and Medical & Other.

Total DCC Expense Analysis

The table below is a section from Exhibit DCC. It summarizes our selection of the estimated ultimate total DCC expenses by accident semester.

 

                               
       (1)   (2)=   (3)=     (8)     
       (Proj Pd Trgl)   (12) X(21)   (27) X(16)   (4)       use (1),(2),(3)         
   

Semiannual

       Avg   Paid DCC   Paid       Selected         
   

Accident

   Paid DCC   Paid DCC   to Paid Loss   Total DCC       Ultimate         
   

Periods

   Projection   Projection   Projection   To Date       DCC Total         
   

Ending

   Ult ($000)   Ult ($000)   Ult ($000)   ($000)       ($000)         
   

Mar-2004

   646   646   656   569       650         
   

Sep-2004

   956   956   988   766       967         
   

Mar-2005

   943   943   998   634       961         
   

Sep-2005

   1,165   1,165   1,218   554       1,183         
   

Mar-2006

   921   921   897   284       913         
   

Sep-2006

   1,071   1,069   1,091   178       1,077         
   

Mar-2007

   1,125   1,214   1,123   68       1,154         
   

Sep-2007

   1,612   1,560   1,667   10       1,613         
                         
   

Total

   11,617   11,653   11,823   6,182       11,698         
              

LOGO    

        
   

Paid DCC

   6,182   6,182   6,182     6,182         
                         
                             
       5,436   5,471   5,641   Required Reserves       5,516         
       5,089   5,089   5,089   Held Reserves       5,089         
       (346)   (382)   (552)   Reserve Adequacy       (427)         
                               

Columns 1 through 3 contain three projections that we typically use to estimate the ultimate amount of DCC expenses by accident semester. We use the results of the 3 projections in columns (1), (2) and (3) to select the ultimate DCC amounts shown in column (8). Note the volatility inherent in the last couple accident periods. For example, for the Sep-2007 period we are selecting ultimate expenses of 1,613 when only 10 has been paid to date (as shown in column (4)). Also note that we compare these selections to those obtained by our analysis of the

 

Page 45


two major DCC components (Attorney & Legal and Medical & Other). This comparison is discussed later in this section.

The Paid and Average Paid projections (columns (1) and (2)), are similar to the loss projections.

For the Paid DCC projections (column (1)), we project the paid DCC expenses to ultimate amount by organizing the historical paid DCC amounts in a triangular format (by accident period and by evaluation period).

For the Average Paid DCC projections (column (2)):

 

Each data point in the

Average Paid DCC

development triangle

  

=

  

[Paid DCC expense dollars]

[Paid DCC counts]

  

(Paid DCC Counts are claim

features (closed or open) with

DCC Payment)

        
        

We project the average paid DCC to ultimate by accident period. This ultimate DCC severity (shown in column (21)) is then multiplied by the ultimate number of claims that are expected to incur DCC costs (from column (12)). The result (in column (2)) is the estimated ultimate DCC expense amount for each accident period. The following chart illustrates this calculation:

 

                         
             (2)=     
       (12)    (21)    (12) X(21)     
   

Semiannual

        (Proj Sev Trgl)    Avg     
   

Accident

   Selected    Projected    Paid DCC     
   

Periods

   DCC    Paid DCC    Projection     
    

Ending

  

Counts

  

Severity

  

Ult ($000)

     
   

Mar-2004

   448    1,442    646     
   

Sep-2004

   373    2,562    956     
   

Mar-2005

   491    1,922    943     
   

Sep-2005

   492    2,368    1,165     
   

Mar-2006

   342    2,693    921     
   

Sep-2006

   416    2,571    1,069     
   

Mar-2007

   500    2,428    1,214     
   

Sep-2007

   615    2,537    1,560     
                         

 

Page 46


Column (3) is the Paid DCC to Paid Loss or Paid-to-Paid projection. Similar to other projections, this one organizes the data in a triangular format, with each data point in the triangle being the ratio of paid DCC expense to paid loss. We project the ultimate Paid-to-Paid ratio by accident period, as shown in column (27). This ultimate ratio is then multiplied by the ultimate projected losses (as derived from analysis of the losses, and shown here in column (16)) for each respective accident period. The result (in column (3)) is the estimated ultimate DCC expense amount for each accident period. The following chart illustrates this calculation:

 

                     
          (3)=            
      (27)           (16)           (27) X(16)            
   

Semiannual

  (Proj Pd/Pd)           (Proj Loss Trgl)           Paid DCC            
   

Accident

  Paid           Indicated           to Paid Loss            
   

Periods

  to Paid Ult           Ultimate Loss           Projection            
     Ending   DCC/Loss           ($000)           Ult ($000)             
   

Mar-2004

  8.90%           7,375           656            
   

Sep-2004

  12.44%           7,944           988            
   

Mar-2005

  10.13%           9,849           998            
   

Sep-2005

  10.47%           11,640           1,218            
   

Mar-2006

  9.08%           9,877           897            
   

Sep-2006

  9.95%           10,969           1,091            
   

Mar-2007

  10.08%           11,142           1,123            
   

Sep-2007

  12.73%           13,091           1,667            

We calculate the required reserves and the reserve adequacy for each of the 3 projections and for the selected amounts by using the identities:

 

[Required DCC Expense Reserves] =

[Total Indicated Ultimate DCC Expenses] – [Total Paid DCC Expenses]

 

[DCC Expense Reserve Adequacy] =

[Held DCC Expense Reserves] – [Required DCC Expense Reserves]

The results are shown at the bottom of columns (1) through (3) and (8). For this segment, we determined that our DCC expense reserves are inadequate by 427. As a result of this analysis, we may increase our reserves by changing the case averages and the IBNR factors for the DCC expense category.

When making selections for many of the DCC segments we tend to give greater weight to the Paid-to-Paid projection. The logic behind this is that the legal costs for claims tend to be related to their loss costs. Although the losses may develop at a different rate than the expenses, the ultimate relationship tends to be consistent over time.

However, there can be changes in the claim adjustment process that would potentially cause this relationship to change. This may be due to changes in the legal/regulatory environment or to changes in the Company’s loss adjustment process. We discuss these issues with management to better understand the underlying data. We use additional approaches in our projections for segments in which we observe process changes, because the historical development may be less relevant for the future.

 

Page 47


The following table shows the ratios of ultimate DCC expense dollars to ultimate loss dollars for this segment over the past 8 accident semesters:

 

                                    
    

(16)

Indicated

   Semiannual   

(25)=

(1) / (16)

  

(26)=

(2) /(16)

  

(27)

    (Proj Pd/Pd)    

  

(34)=

(8) /(16)

    
     

Ultimate

Loss

($000)

  

Accident

Periods

Ending

  

Paid Ult

DCC/Loss

  

Average

Paid Ult

DCC/Loss

  

Paid

to Paid Ult

DCC/Loss

  

Selected

Ultimate

DCC /Loss

     
    

7,375

   Mar-2004    8.76%    8.76%    8.90%    8.81%     
    

7,944

   Sep-2004    12.04%    12.04%    12.44%    12.17%     
    

9,849

   Mar-2005    9.57%    9.58%    10.13%    9.76%     
    

11,640

   Sep-2005    10.01%    10.01%    10.47%    10.16%     
    

9,877

   Mar-2006    9.32%    9.33%    9.08%    9.24%     
    

10,969

   Sep-2006    9.76%    9.75%    9.95%    9.82%     
    

11,142

   Mar-2007    10.10%    10.90%    10.08%    10.36%     
    

13,091

   Sep-2007    12.31%    11.92%    12.73%    12.32%     
                                    

 

Each of the    =    [Ultimate DCC Dollars for the Period*]    * from each of the     

DCC/Loss Ratios

      [Ultimate Loss Dollars for the Period]    projections   

As discussed above for the Paid-to-Paid projection, the ultimate DCC/Loss ratios in column (27) are projections based on a triangle of the historical ratios of paid DCC to paid loss. The selected ultimate DCC/Loss ratios in column (34) use our selected ultimate DCC expense dollars from column (8). We also compare these selected ratios to those obtained by our analysis of the two major DCC components (Attorney & Legal and Medical & Other), as discussed later in this section.

For this segment, the DCC/Loss ratios have been fluctuating over the past 4 accident years, but the last 4 semesters are showing an increasing trend. In this example, we began spending more on defense and cost containment expenses in an attempt to keep our total loss severities lower. This may be due to higher amounts spent on each claim (severity) and/or a higher proportion of claims may be utilizing defense and cost containment expenses. Changes in utilization and severity can occur for different reasons. We analyze these two parameters, and they are discussed below.

Utilization Ratio – One of the parameters we use in our analysis of DCC expenses is the percentage of claims for which we incur DCC expenses. We refer to this as the Utilization Ratio.

 

Utilization Ratio

   =   

[Ultimate DCC counts]

[Ultimate loss counts]

 

Page 48


We project our ultimate DCC counts in two different ways. We then make selections of the DCC counts by accident period, which give us selected utilization ratios. This is illustrated in the following excerpt from Exhibit DCC:

 

                                         
    

(17)

      (9)    (10)    (11)=    (12)    (13)=     
    

(Proj Ct Trgl)

   Semiannual    (Proj Ct Trgl)    (Proj Util Trgl)    (17) X (10)    use (9),(11)    (12) /(17)     
     

Indicated

Ultimate

Loss Counts

  

Accident

Periods

Ending

  

Ultimate

DCC

Counts

  

Ultimate
Projected
Utilization

  

Projected

DCC

Counts

  

Selected

DCC

Counts

  

Selected
Ultimate
Utilization

     
    

1,695

   Mar-2004    448    26.4%    448    448    26.4%     
    

1,796

   Sep-2004    373    20.8%    373    373    20.8%     
    

1,951

   Mar-2005    491    25.1%    491    491    25.2%     
    

1,855

   Sep-2005    492    26.5%    492    492    26.5%     
    

1,985

   Mar-2006    342    17.2%    342    342    17.2%     
    

1,939

   Sep-2006    416    21.4%    416    416    21.4%     
    

2,256

   Mar-2007    483    20.5%    463    500    22.2%     
    

2,387

   Sep-2007    599    26.4%    631    615    25.8%     
                                   
    

27,722

   Total    5,793         5,804    5,826    21.0%     
                                         

Column (17) contains the estimated ultimate loss counts. They are comparable to the ultimate counts from our most recent analysis of losses for this segment.

Column (9) contains the estimated number of loss features that include a DCC expense by accident semester from this analysis. We project the paid DCC counts to ultimate after organizing the historical paid DCC counts in a triangular format (by accident period and by evaluation period).

Column (10) contains the estimated ultimate utilization ratios from this analysis, based upon an analysis of the triangle of utilization ratios.

Each data point in the utilization ratio development triangle is equal to

[Paid DCC expense counts] divided by [Paid loss counts].

In Column (11), we calculate the projected DCC counts by multiplying the estimated utilization ratios in column (10) by the indicated ultimate loss counts in column (17).

The selected DCC counts in column (12) are then based upon two different projections in columns (9) and (11). For this segment, the two projections produce similar results for all periods except the last two. For the last two periods, we made judgmental selections that give us reasonable ultimate utilization ratios.

The selected ultimate utilization ratios in column (13) are the selected ultimate DCC counts (column (12)) divided by the indicated ultimate loss counts (column (17)). We compare these selections to those obtained by our analysis of the Attorney and Medical DCC components, as discussed later in this section.

We normally expect the utilization ratios to be relatively consistent over time. However, internal process changes or changes to the legal or regulatory environment in the state could cause the utilization ratios to change. If we observe changes, we investigate the reasons for those changes. For this segment, the ratios dipped down in the March 2006 period but have been

 

Page 49


trending backup since then. In other words, the proportion of claims for which we have DCC expenses has been increasing back to historical levels. Our investigation determined that this was reasonable as a result of changes in some claims processes in the state.

Severity – Another parameter we use in our analysis of DCC expenses is the amount of defense and cost containment we spend on each claim that has a DCC expense. This is the severity, and it is shown in the following chart:

 

                  
            
   

Semiannual

 

(21)

(Proj Sev Trgl)

 

(22)=

(8) / (12)

    
    

Accident

Periods

Ending

 

Projected

Paid DCC

Severity

 

Selected

Total DCC

Severity

     
   

Mar-2004

  1,442   1,450     
   

Sep-2004

  2,562   2,591     
   

Mar-2005

  1,922   1,958     
   

Sep-2005

  2,368   2,404     
   

Mar-2006

  2,693   2,669     
   

Sep-2006

  2,571   2,591     
   

Mar-2007

  2,428   2,308     
   

Sep-2007

  2,537   2,623     
                  

Column (21) was mentioned above relative to the average paid projection. It contains the projected paid DCC severity by accident semester from this analysis. We project the paid DCC severity to ultimate after organizing the historical paid DCC severities in a triangular format (by accident period and by evaluation period).

Column (22) contains the selected ultimate severities, calculated as the selected ultimate DCC expense dollars (column (8)) divided by the selected ultimate DCC counts (column (12)). Note that we compare these selections to those obtained by our analysis of the two major DCC components (Attorney & Legal and Medical & Other), as discussed later in this section.

The selected ultimate severities (i.e., average amount of DCC expenses for each claim for which there is DCC expense incurred) are higher than they were two years ago, but they have been relatively level since then. Investigation showed this was due to a change in process about two years ago in which we started spending more to defend against certain types of claims, in an attempt to reduce the amount of fraud.

The fluctuations in the DCC/Loss ratios were discussed above. The increasing trend in this ratio over the past 4 semesters was driven by increased utilization of defense and cost containment expenses. (We have been using these expenses more often, while the average amount we spend on them each time has not changed significantly). The fluctuations in the previous 4 semesters were driven by changes in the severity. Even though the severity tended to be lower in those two older years (Mar-2004 through Sep-2005), utilization during that period tended to be higher.

 

Page 50


DCC Expense Analysis by Component – Attorney & Legal and Medical & Other

As mentioned above, we also make projections of the utilization ratios and severities for the “Attorney & Legal” versus “Medical & Other” components of DCC expenses. We then calculate the resulting expense dollars for these components, as well as the ratios of these expense dollars to the loss dollars. For each of these parameters, we then compare the combination of the components with the results from the total DCC expense analysis. This allows us to better analyze the causes of fluctuations, identify trends, and check for reasonableness.

The following chart compares the utilization ratios for the components and the total:

 

           
       (13)=   (14)   (15)    
       (12) /(17)   (Proj Util Trgl)   (Proj Util Trgl)    
         
   

Semiannual

Accident

Periods

Ending

   Selected  
Total  
Utilization  
  Indicated
Attorney
Utilization
  Indicated
Medical
Utilization
   
    Mar-2004    26.4%   14.7%   13.3%    
    Sep-2004    20.8%   10.4%   11.0%    
    Mar-2005    25.2%   14.7%   12.6%    
    Sep-2005    26.5%   14.4%   14.5%    
    Mar-2006    17.2%   10.0%   8.6%    
    Sep-2006    21.4%   12.2%   12.6%    
    Mar-2007    22.2%   12.0%   12.4%    
    Sep-2007    25.8%   15.0%   12.5%    

The utilization ratios of the components are projected from triangles of the historical utilization ratios for each component. The sum of the components is consistently a couple points higher than the selected total utilization ratio for this segment. This can happen when there is attorney involvement and an independent medical report is also ordered for the claim. It is counted once for total DCC utilization and also once for each DCC component. The increase in total utilization in the last accident semester for this segment is due to additional attorney utilization.

 

Page 51


The following chart compares the severities for the components and the total:

 

           
       (22)=   (23)   (24)    
   

Semiannual

Accident

Periods

Ending

   (8) / (12)   (Proj Sev Trgl)   (Proj Sev Trgl)    
       Selected
Total DCC  
Severity
  Indicated Att.
& Legal
Severity
  Indicated
Med. & Oth.
Severity
   
    Mar-2004    1,450   2,308   148    
    Sep-2004    2,591   4,621   193    
    Mar-2005    1,958   2,949   180    
    Sep-2005    2,404   3,942   177    
    Mar-2006    2,669   4,174   251    
    Sep-2006    2,591   4,200   241    
    Mar-2007    2,308   4,250   260    
    Sep-2007    2,623   4,400   270    
         
    4 pt Ann Exp Trend    -3.30%   3.46%   5.99%    
    8 pt Ann Exp Trend    11.35%   13.23%   17.95%    
                            

The severities of the components are projected from triangles of the historical severities for each component. The Attorney & Legal expenses over the two most recent accident years have generally been higher than the previous two years, which is the main driver of the increasing severity for total DCC expenses.

The DCC expense dollars for each component are based upon the indicated utilizations and severities for that segment. This calculation is shown here for Attorney & Legal expenses:

 

             
       (14)   (17)   (23)   (7)=    
   

Semiannual

Accident

Periods

Ending

   (Proj Util Trgl)   (Proj Ct Trgl)   (Proj Sev Trgl)   (14)x(17)x(23)    
       Indicated
Attorney
Utilization
  Indicated
Ultimate
Loss Counts
  Indicated
Att. & Legal
Severity
  Indicated Ult.
Att. & Legal
($000)
   
    Mar-2004    14.7%   1,695   2,308   576    
    Sep-2004    10.4%   1,796   4,621   865    
    Mar-2005    14.7%   1,951   2,949   845    
    Sep-2005    14.4%   1,855   3,942   1,054    
    Mar-2006    10.0%   1,985   4,174   827    
    Sep-2006    12.2%   1,939   4,200   991    
    Mar-2007    12.0%   2,256   4,250   1,151    
    Sep-2007    15.0%   2,387   4,400   1,575    

The following identities are used in the calculations above:

 

Expense Count

   =    [Utilization Ratio] X [Loss Count]    =   (14) X (17)  

Expense Severity

   =   

[Expense Dollars]

[Expense Count]

   =   (23)  

Expense Dollars

   =    [Expense Count] X [Expense Severity]    =   (14) X (17) X (23)  

 

Page 52


We compare the required reserves for the sum of the two DCC expense components versus the total DCC expenses for reasonableness. This is shown at the bottom of columns (6), (7) and (8).

 

           (6)    (7)         LOGO    (8)     
         ($000)    Medical & Other    Attorney & Legal    Sum      Total DCC     
   

   Ultimate DCC

   602    10,694    11,296      11,698    
   

-  Paid DCC

   398      5,784      6,182        6,182    
                             
   

= Reqd DCC Resv

   204      4,911      5,115        5,516    
   

 

The sum is reasonably close to the total.

           
   

Therefore, the total is used in the calculation of DCC reserve adequacy:

        
   

 

Held DCC Reserves

                5,089    
                       
   

DCC Reserve Adequacy = [Held] – [Required]

          (427)    

The other parameter for which we compare the sum of the DCC expense components to the total is the ratio of ultimate DCC expense dollars to loss dollars.

 

           
       (34)=   (35)=   (36)=    
       (8) / (16)   (7) / (16)   (6) / (16)    
   

Semiannual

Accident

Periods

Ending

   Selected
Total
DCC/Loss $  
  Indicated
Att. & Legal  
/ Loss $
  Indicated
Med. & Oth.  
/ Loss $
   
    Mar-2004    8.81%   7.80%   0.45%    
    Sep-2004    12.17%   10.89%   0.48%    
    Mar-2005    9.76%   8.58%   0.45%    
    Sep-2005    10.16%   9.05%   0.41%    
    Mar-2006    9.24%   8.37%   0.43%    
    Sep-2006    9.82%   9.03%   0.53%    
    Mar-2007    10.36%   10.33%   0.65%    
    Sep-2007    12.32%   12.03%   0.62%    
                      

The selected DCC/Loss ratios use the ultimate DCC expense dollars for each of the components and the total. Since the Medical & Other expenses make up only a small proportion of the total DCC expense dollars for this segment, the DCC/Loss ratios are driven by the Attorney & Legal component.

The discussion above regarding the contribution of the utilization and severity parameters to the total DCC expense dollars is also relevant in the analysis of each DCC expense component. In order to make the most appropriate reserve change for DCC expenses, we have to be comfortable with each of the parameters for each of the components in the analysis.

 

Page 53


Other Parameters

There are also several other parameters shown on the exhibit that we use in our analysis. One of these is the analysis of CWAPO, which stands for claims Closed With DCC (ALAE) Payments Only. In other words, they close with no loss payments, but they do have DCC expense payments. This is the CWAPO chart from the exhibit for this segment:

 

             
       (28)   (29)   (30)   (31)    
   

Semiannual

Accident

Periods

Ending

   CWAPO
Count Ratio
@ 6 Mths
  Ultimate
CWAPO
Severity
  Ultimate
CWAPO Ct /
DCC Count
  Ultimate
CWAPO $ /  
DCC Amt
   
   

Mar-2004

   0.6%   196   9.6%  

1.3%

   
   

Sep-2004

   0.7%   558   7.1%  

1.5%

   
   

Mar-2005

   0.5%   334   7.1%   1.2%    
   

Sep-2005

   0.5%   808   7.1%   2.4%    
   

Mar-2006

   0.1%   981   5.1%   1.9%    
   

Sep-2006

   0.4%   691   6.6%   1.8%    
   

Mar-2007

   0.1%   262   3.0%   0.3%    
   

Sep-2007

   0.1%   1,807   2.4%   1.7%    
                          

For this segment, about 5% of the claims with DCC expense payments close with no loss payment, as shown in column (30). They make up between 1% and 2% of the total DCC expense dollars, as shown in column (31). When there are significant changes in these ratios, we would investigate the reasons to determine if they are reasonable. The average amount of DCC expense (severity) for each of these claims has fluctuated widely, due to the low volume for this segment.

We also look at the ratio of outside and in-house attorney usage relative to the total number of features that utilize attorneys. Changes in these ratios may be related to changes in severity. For example, we may expect in-house attorneys to be less expensive on a per-claim basis than outside attorneys. The correlation between these parameters is important to understand when there are changes in severity. The following chart shows that there have been fluctuations in these utilizations, but there has not been a noticeable trend in either category.

 

           
         (32)   (33)    
     

Semiannual

Accident

Periods

Ending

   % Outside
Attorney Per
Tot. Att. Feat.
  % Inside
Attorney Per
Tot. Att. Feat.  
   
     

Mar-2004

   49.8%   50.2%    
     

Sep-2004

   28.0%   72.0%    
     

Mar-2005

   27.0%   73.0%    
     

Sep-2005

   27.1%   72.9%    
     

Mar-2006

   34.5%   65.5%    
     

Sep-2006

   22.8%   77.2%    
     

Mar-2007

   33.1%   66.9%    
     

Sep-2007

   34.6%   65.4%    
                      

 

Page 54


The final parameter to consider is the ratio of DCC expense reserves to loss reserves, as shown in column (20). The comparison of the current and indicated reserve/reserve ratios for this segment is as follows:

 

       
   

(20)

DCC Reserves / Loss Reserves

 

 

      
    Current:                16.4 %             
    Indicated:                19.0 %         

This is a final reasonableness check of our other selections. We expect this ratio to be fairly consistent over time for a given segment. If there is a significant change from one review to the next, we may look at the ratio by accident period, which could indicate a change in the claim adjustment process. These observations would be discussed with claims management to get a better understanding of any process changes. For this segment, the indicated ratio is higher than the current ratio because our DCC reserves are inadequate.

 

Page 55


Exhibit ADJ

PROGRESSIVE CORPORATION

State LMN Auto BI Adjusting & Other (ULAE) as of September 30, 2007

 

   (1)   (2)    (3)    (4)   (5)      (6)   (7)
                  [Apply to Case]   [Apply to IBNR]

Quarterly

Calendar

End dates

  

Adjusted

A&O

Counts*

 

Paid Loss

Capped

@50,000

  

Paid Loss

Uncapped

  

Total

A&O
Charged

 

A&O
Charged

Per A&O
Count

(4) / (1)

      

Ratio of A&O

to Capped

Paid Loss

(4) / (2)

 

Ratio of A&O

to Uncapped

Paid Loss

(4) / (3)

Dec-04

   1,228   3,714,400    4,054,400    760,093   619      20.5%   18.7%

Mar-05

   1,318   3,926,551    4,096,439    868,607   659      22.1%   21.2%

Jun-05

   1,269   3,198,123    3,246,026    898,269   708      28.1%   27.7%

Sep-05

   1,202   3,629,395    3,910,898    959,142   798      26.4%   24.5%
 

Dec-05

   1,339   4,446,527    4,672,314    1,074,649   803      24.2%   23.0%

Mar-06

   1,181   4,155,283    4,656,783    1,124,520   952      27.1%   24.1%

Jun-06

   1,383   4,847,742    5,038,990    1,047,989   758      21.6%   20.8%

Sep-06

   1,250   4,721,039    5,202,139    1,032,713   826      21.9%   19.9%
 

Dec-06

   1,400   5,586,462    5,841,462    1,162,756   831      20.8%   19.9%

Mar-07

   1,319   5,169,460    5,585,959    1,182,213   896      22.9%   21.2%

Jun-07

   1,442   5,776,331    6,051,731    1,267,469   879      21.9%   20.9%

Sep-07

   1,535   5,694,208    5,978,108    1,305,950   851      22.9%   21.8%
     Wtd Avg for Oct-03 thru Sep-04      695      24.1%   22.8%
     Wtd Avg for Oct-04 thru Sep-05      831      23.6%   21.9%
     Wtd Avg for Oct-05 thru Sep-06      864      22.1%   21.0%
     Selected @ Sep-06 (current rev)           22.1%   21.0%
     Selected @ Mar-06 (prior rev)           21.5%   20.4%
     Carried A&O Paid to Paid Ratio             22.1%

* Adjusted A&O Counts are a weighted average of the Number Recorded (60%) and Number Paid (40%).

   (6) & (7)   (8)    (9)=    (10)   (11)=   (12)    (13)=   (14)
            (8) X { (6) or (7) }        (9) X (10)        (12) - (11)    
   Selected
Pd to Pd Ratios
 

Loss Reserves

  

Incurred A&O

   % Unpaid   Indicated
A&O Reserve
  Carried
A&O Reserve
   Reserve
Adequacy
  # A&O

Reserves

Capped Case

   22.1%   24,823,202    5,485,928    50%   2,742,964   2,897,707    154,743   3,046

IBNR Reserve

   21.0%   4,493,977    943,735    90%   849,362   853,906    4,544    

Total

       29,317,179    6,429,663        3,592,325   3,751,613    159,287    

 

Page 56


Exhibit ADJ – Adjusting and Other Expense Reserve Analysis

This exhibit is a calendar period analysis of the adequacy of the “Adjusting & Other” (A&O) expense reserves for this segment. We calculate the ratio of paid A&O expenses to paid losses for each calendar quarter over the past three years. We then estimate the expected ratio going forward, which we use to determine the required A&O expense reserves.

The calculation of the Paid-to-Paid ratios is shown in the following excerpt from Exhibit ADJ:

 

      (2)    (3)    (4)    (6)   (7)

Quarterly

Calendar

End Dates

   Paid Loss

Capped

@ 50,000

   Paid Loss

Uncapped

   Total

A&O

Charged

   [Apply to Case]

Ratio of A&O

to Capped

Paid Loss

(4) / (2)

  [Apply to IBNR]

Ratio of A&O

to Uncapped

Paid Loss

(4) / (3)

Dec-05

   4,446,527    4,672,314    1,074,649    24.2%   23.0%

Mar-06

   4,155,283    4,656,783    1,124,520    27.1%   24.1%

Jun-06

   4,847,742    5,038,990    1,047,989    21.6%   20.8%

Sep-06

   4,721,039    5,202,139    1,032,713    21.9%   19.9%
 

Dec-06

   5,586,462    5,841,462    1,162,756    20.8%   19.9%

Mar-07

   5,169,460    5,585,959    1,182,213    22.9%   21.2%

Jun-07

   5,776,331    6,051,731    1,267,469    21.9%   20.9%

Sep-07

   5,694,208    5,978,108    1,305,950    22.9%   21.8%
   
     Wtd Avg for Oct-04 thru Sep-05    24.1%   22.8%
     Wtd Avg for Oct-05 thru Sep-06    23.6%   21.9%
     Wtd Avg for Oct-06 thru Sep-07    22.1%   21.0%
   
     Select @ Sep-07 (current rev)    22.1%   21.0%
     Select @ Mar-07 (prior rev)    21.5%   20.4%
     Carried A&O Paid to Paid Ratio        22.1%

For this segment, the paid A&O expenses in column (4) are used to calculate the ratios to paid losses capped at $50,000 per feature, as well as the ratios to uncapped paid losses. We use $50,000 as the basis for the capping of losses, because our experience has shown it is reasonable to assume that staff involvement does not increase proportionally as the size of the claim increases for larger claims.

The capped paid-to-paid ratios in column (6) are used to determine the needed A&O expense reserve for settling claims that are currently open. The uncapped paid-to-paid ratios in column (7) are used to determine the needed A&O expense reserve for claims that are not yet reported (IBNR).

For segments in which we recover salvage and/or subrogation, in particular PIP and Physical Damage segments, the IBNR ratio is calculated based on gross paid losses.

Gross Paid Losses = [Net Paid Losses] + [Salvage & Subrogation Recoveries]

 

Page 57


The data we analyze for a typical review is net of salvage and subrogation. See section V for a further explanation.

Using the historical ratios as well as the 12-month-ending averages and the prior selected ratios, we select our estimated paid-to-paid ratios to be used in our reserve determination at the bottom of columns (6) and (7) (in Blue). Also note that the paid-to-paid ratio implied by our current carried A&O expense reserves is shown at the bottom of column (7).

For this segment, the ratios have been relatively level over the past six quarters, although they were higher during the year prior to that. As with other expense categories, we would look at reasons for changes in the ratios over time. The expenses allocated to this category are those related to the adjustment of claims, including fees of independent adjusters and salaries and related overhead expenses relative to Company employees involved in a claim adjusting function. Therefore, we would look at changes in claims staffing, claims inventory, claims processing and loss volume in order to determine reasons for changes in the ratios over time.

We also look at the average amount of A&O expense per claim (in column (5)) to see if there is a trend in the expense severity. The following excerpt illustrates this:

 

     (1)   (4)   (5)

Quarterly

Calendar

End Dates

  

Adjusted

A&O

Counts

 

Total

A&O

Charged

 

A&O

Charged

Per A&O

Count

(4) / (1)

Dec-05

   1,339   1,074,649   803

Mar-06

   1,181   1,124,520   952

Jun-06

   1,383   1,047,989   758

Sep-06

   1,250   1,032,713   826
 

Dec-06

   1,400   1,162,756   831

Mar-07

   1,319   1,182,213   896

Jun-07

   1,442   1,267,469   879

Sep-07

   1,535   1,305,950   851
   

Wtd Avg for Oct-03 thru Sep-04

    695

Wtd Avg for Oct-04 thru Sep-05

    831

Wtd Avg for Oct-05 thru Sep-06

      864

The “Adjusted A&O Counts” in column (1) are the weighted average of the number of features recorded and the number paid for each calendar quarter. The A&O expense severity for this segment has been fluctuating somewhat, but the overall trend has been an increase.

 

Page 58


Columns (8) through (13) illustrate the calculation of our A&O expense reserve adequacy.

 

                                             
                 
       (6) & (7)    (8)    (9)=    (10)    (11)=    (12)    (13)=     
       
                 (8) X { (6) or (7) }         (9) X(10)         (12) – (11)     
         
      

Selected

Pd to Pd

Ratios

  

Loss

Reserves

  

Incurred A&O

  

%

Unpaid

  

Indicated

A&O

Reserve

  

Carried

A&O

Reserve

  

Reserve

Adequacy

    
   

Capped

Case

   22.1%    24,823,202    5,485,928    50%    2,742,964    2,897,707    154,743     
   

IBNR

Reserve

   21.0%    4,493,977    943,735    90%    849,362    853,906    4,544     
   

Total

        29,317,179    6,429,663         3,592,325    3,751,613    159,287     
                                             

The “Incurred A&O” in column (9) is the total ultimate incurred A&O expense for adjusting all claims that are currently reserved.

 

For currently open claims:

Incurred

A&O

  

 

=

  

[Selected capped Paid-to-Paid ratio]

22.1% (column (6))

   X   

[Current Case Loss Reserves

capped at $50,000]

(column (8))

For claims not yet reported:

Incurred

A&O

  

 

=

  

[Selected uncapped Paid-to-Paid ratio]

21.0% (column (7))

   X   

[Current IBNR Loss Reserves]

(column (8))

For segments w/ significant slavage or subrogation recoveries,

(whether claims are currently open or not yet reported):

Incurred

A&O

   =    [Selected Gross Paid-to-Paid ratio]    X   

[Current Gross IBNR Loss

Reserves]

The “% Unpaid” in column (10) has been determined from our time tracking studies. The underlying concept is that much of the A&O expense is paid when the claim is opened (or before it is opened), and the remainder is paid during the life of the claim until it is settled.

The “Indicated A&O Reserve” in column (11) represents the unpaid portion of the incurred A&O. This is compared to the carried reserve in column (12) in order to determine the adequacy of the A&O expense reserves in column (13).

Based on this analysis, our carried A&O expense reserves for this segment are conservative by about 159. Almost all of the conservatism is in the case portion so we would likely decrease our A&O case average that applies to open features.

 

Page 59


 

 

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