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Rating Standards for Cat Risks Anastasia V. Kartasheva The Wharton School, University of Pennsylvania [email protected] Sojung (Carol) Park California State University, Fullerton [email protected] September 2009 _____________________________________________________________________ Risk Management and Decision Processes Center The Wharton School, University of Pennsylvania 3730 Walnut Street, Jon M. Huntsman Hall, Suite 500 Philadelphia, PA 19104 USA Phone: 215-898-4589 Fax: 215-573-2130 http://opim.wharton.upenn.edu/risk/ _____________________________________________________________________

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Page 1: Rating Standards for Cat Risks - OIDopim.wharton.upenn.edu/risk/partners/3_RatingStandards-CatRisks.pdf · Rating Standards for Cat Risks ... 2.4 Fitch Ratings Previously Fitch focused

 

Rating Standards for Cat Risks

Anastasia V. Kartasheva The Wharton School, University of Pennsylvania

[email protected]

Sojung (Carol) Park California State University, Fullerton

[email protected]

September 2009 _____________________________________________________________________

Risk Management and Decision Processes Center The Wharton School, University of Pennsylvania

3730 Walnut Street, Jon M. Huntsman Hall, Suite 500

Philadelphia, PA 19104 USA

Phone: 215-898-4589 Fax: 215-573-2130

http://opim.wharton.upenn.edu/risk/ _____________________________________________________________________

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RATING STANDARDS FOR CAT RISKS

Anastasia V. Kartasheva The Wharton School, University of Pennsylvania

[email protected] (215) 898-4751

Sojung (Carol) Park California State University, Fullerton

[email protected] (657) 278-3754

Abstract

The paper analyzes how the changes of capital requirements introduced by major rating agencies in the aftermath of hurricane Katrina have affected the capital allocation of insurance companies. New standards forced companies to hold more capital, and the effect is more pronounced for insurers that have exposure to natural catastrophes. At the same time, we show that companies within the same rating category had an asymmetric reaction to new standards. Insurers that are close to the lower boundary of a given rating standard have increased their capital more compared to insurers close to the higher boundary of the standard.

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INTRODUCTION

In the aftermath of hurricane Katrina in 2005, the major rating agencies have

increased the stringency of ratings standards on capital requirements for insurers. The

changes of the rating methodology and the catastrophic models had a significant

impact on the amount and composition of capital and reinsurance needed to achieve a

particular rating. The objective of the paper is twofold. First, we review the changes

implemented by the rating agencies. Second, we analyze the insurance industry

reaction to these changes.

Both the practitioners and the academics agree that ratings are important for insurers

and reinsurers. Since customer demand is sensitive to insurer’s credit risk, lower

ratings decrease prices that an insurer can charge for the contract. For example,

Epermanis and Harrington (2006) analyze the relationship between premium growth

and changes in A.M. Best financial strength ratings for a large sample of

property/casualty insurers during 1992-1999. They provide evidence of premium

declines for downgraded insurers following the downgrades. The declines were

concentrated in commercial lines and were especially pronounces for companies that

initially had A- rating that is viewed as a threshold between high and average quality

companies.

Ratings standards can also affect the capital allocation and cost of capital in the

reinsurance market. In order to diversify the large catastrophic exposures associated

with hurricane and earthquake in the US, rating agencies encourage reinsurers to

spread their capital across Japanese, European and Australian wind and earthquake

exposures. Diversification results in inadequate capital left for the US market where

the need is the highest. Froot (2008) provides the evidence on capacity shortage in US

exposures and suggests that the S&P “forced diversity” is one of the factors that

would explain the large increase in the costs of reinsurance from 2005 to 2006.

The rest of the paper is organized as follows. In the next section we review the main

changes that have been introduced by major credit rating agencies regarding the

capital requirements for catastrophic exposures in 2006. In Section 3 we analyze how

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the amount of capital, purchase of reinsurance and the offer of coverage have changed

as a result of new standards.

1. RATING AGENCIES’ APPROACHES TO CATASTROPHE RISKS

Catastrophic losses have the significant, rapid and unexpected impact that can impair

the financial strength and credit quality of P&C insurers. Several factors contributed

to the expansion in insured exposures over the last decade – high demographic

concentration and increasing property values in catastrophe prone areas, etc. Higher

frequency and severity of losses are the main two reasons that rating agencies use to

justify the higher capitalization needed to support catastrophic risks.

The US insurance market is monitored by four credit rating agencies, A.M. Best,

Standard and Poor’s, Moody’s and Fitch. The oldest agency, A.M. Best, was founded

in 1908. A.M. Best enjoyed it monopoly position for most of the 20th century till late

1980s – early 1990s. Beginning 1990s, the monopoly of A.M. Best was challenged by

Standard and Poor’s (S&P) that established a solid position on the market of insurer’s

rating during the 1990s. The entry of S&P was followed by the entry of the other two

agencies, Moody’s and Fitch. According to SEC NRSRO report, these and several

other credit rating agencies issued the total of 24,649 insurers’ ratings in 2008. The

first three agencies, A.M. Best, S&P and Moody’s have fairly equal market shares,

and are followed by Fitch.

Traditionally A.M. Best rating is viewed as a benchmark by customers. It is also

widely incorporated in various local and regulations. Thus the common industry

practice is that a company is rated by A.M. Best and may also have ratings from

several other rating agencies.

In the rest of this section, we review the main changes of capital requirements

introduced by the four major ratings agencies.

1.1 A.M. Best Ratings

The A.M. Best’s Capital Adequacy Ratio (BCAR) for insurers and reinsurers has

statutory capital adjusted to include the after-tax impact of one net catastrophe PML

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based on the larger of the two events, a one-in-100 windstorm and one-in-250

earthquake event.

There are two main changes that A.M. Best introduced in accounting for cat risks.

First, it proposed to use a scenario-based stress test or aggregate loss exposure rather

than using PML in order to evaluate acceptable catastrophic risk. One consequence of

this change is that the new approach creates a higher threshold for single state writers

than for national insurers. Second, the agency changed the stress test for natural

catastrophes for insurers and reinsurers. The threshold of the stress test to evaluate the

impact to BCAR of a second catastrophe event has been increased from the one-in-50

level wind event to one-in-100 level wind event.

2.2 Standard and Poor’s Ratings

S&P also moved from PML to exposure-based approach to account for catastrophe

exposures. The capital charge for insurers was increased to match the capital charge

that was implemented for reinsurers a year earlier. The charge is based on the net

expected aggregate property losses for all perils at the one-in-250 level. At the same

time, it reduced the risk factors applied to premiums by 5%. Moreover, if the

company can provide sufficient information on its catastrophe load and pricing, and

the company is nationally or globally diversified, the factors can be further reduced to

the levels between 10% and 30%. For companies significantly concentrated in areas

like Florida and Japan, the premium offset factor could be as high as 50%, while a

company concentrated in one location with minimum catastrophic risk might have no

premium factor reduction.

2.3 Moody’s Ratings

Moody’s has increased the capital charges used in its capital model for natural

catastrophe perils. The table below summarized the percentage increase from prior

standards at the one-in-100 and one-in-250 levels.

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WIND Return period South Atlantic Gulf Mid-Atlantic North

Atlantic 250 59% 307% 83% 24% 100 58% 305% 54% -10%

EARTHQUAKE

Return period

New Madrid (1)

New Madrid (2)

California EQ Pacific NW EQ

250 65% 65% 15% 15% 100 90% 90% 0% 0%

2.4 Fitch Ratings

Previously Fitch focused on one-in-100 catastrophic event. After Katrina, Fitch will

be using AIR’s CATRADER model to evaluate companies’ catastrophic risk based

on a tail value at risk. Fitch projected that the overall capital requirements for insurers

with catastrophe exposure will increase on average by 10 percent.

2.5 Discussion

The short summary of the changes that major CRAs has introduced suggests that

though all rating agencies has increased the capital needed to sustain a particular

rating, there is significant variation in the magnitude of the change. The observation

leads to the next hypothesis.

Hypothesis I: The demand for ratings of the least stringent CRA has increased in

2007. The effect is more pronounced for companies that were put on credit watch or

downgraded by A.M. Best in 2006-2007.

2. HOW DID INSURANCE COMPANIES REACT TO NEW RATING STANDARDS?

An insurance company has several strategies to respond to new capital requirements

in order to maintain its rating. First, an insurer can decide to hold more capital for the

same amount of loss. Since capital can be costly, an insurer may also purchase more

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reinsurance to reduce the capital cost. The optimal portfolio of capital and reinsurance

depends on the relative prices of the two options.

After the 2004-2005 hurricane seasons, rating agencies not only changed the capital

requirement for insurers, but also increased the capital requirement for reinsurers. In

addition, rating agencies now discount more for reinsurance because they evaluate the

probability of reinsurance companies’ insolvency higher. These two changes result in

relative price (worth) increase (decrease) of reinsurance for insurers. However, it is

likely that the CAT risk related capital requirement increase for reinsurers, which can

diversify the CAT risk relatively better than insurers, are less than insurers for the

same amount of losses. Therefore, reinsurance may still be relatively more efficient

choice than raising more capital for insurers.

When raising capital or purchasing reinsurance to maintain the same supply of

insurance is prohibitively costly, an insurance company can reduce the insurance

supply in cat lines of business. Finally, if the insurer is unable to meet new stringent

capital requirements, it can admit to be downgraded.

To summarize, there are four possible scenarios following the change in rating

standards:

a) Holding more capital for the same amount of loss

b) Assuming more reinsurance to reduce the capital costs

c) Reducing insurance supplies

d) Downgraded

A priori it is unclear which of the four possible scenarios insurance companies may

choose. If the stringency is too tough for insurers to maintain their rating, and

maintaining the rating is simply too costly compared to the benefits, insurers may

choose to be downgraded or cut the CAT risk insurance supplies.

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In the following, we empirically investigate the reaction of insurers to the change of

the rating criteria after 2004-2005 hurricane seasons. For the purpose of this study,

we focus on the ratings of A.M. Best.

2.1 Testing hypothesis

Since the new standards more significant impact on companies with exposure to

natural catastrophes than of other insurers, we develop the following two hypothesis

regarding the capital changes for exposed and non-exposed insurers.

Hypothesis II CAT risk exposed insurers increase their capital more than non-

exposed insurers.

Hypothesis III CAT risk exposed insurers increase their reinsurance more than non-

exposed insurers.

Also the impact of the new standards must be asymmetric for insurers within the

same rating category. Indeed, A.M. best rating categories pool a substantial number

of insurers in the same group. In each rating group, the firms close to the lower

boundary of each rating category should be more responsive to the change in the

standard. At the same time, firms close to upper bound of each rating category may

still be able to maintain the same rating even after the rating criteria have changed.

Therefore, we can formulate the next hypothesis.

Hypothesis IV Capital and reinsurance change must be stronger for insurers that are

closer to the lower boundary of each rating category.

To test this hypothesis, we rank all companies within the same rating category by

their BCAR score. Then companies with the lowest BCAR score in a category should

have higher reaction than companies with the highest BCAR score in the same

category.

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2.2 Data

In order to track the difference before and after the 2004-2005 seasons, we consider

the insurers during the period from 1997 to 2007. We include all insurance companies

in Best’s rating file. Among those insurance companies, we exclude those companies

with no premium data or negative total premium. This excludes insurance brokers,

agencies, and underwriters. This also excludes some companies with missing

variables or errors. About 25% of insurance companies in Best’s rating data file

excluded from this step. We only included those insurers with the proportion of

reinsurance between 0% and 100%.

2.3 Methodology

3.3.1 Capital

In order to track companies’ capital change, we use the following variables

1. Surplus

2. Surplus/Asset

3. Net Premium Written/Surplus (Kenney Ratio)

4. Best Capital Adequacy Ratio (BCAR)

The increase in capital corresponds to increase in Surplus, Surplus/Asset ratio and

BCAR, and a decrease in NPW/Surplus ratio.

3.3.2 Reinsurance

In order to track companies’ reinsurance change, we use the following two variables

i.% reinsurance = (Direct Premium Written – Net Premium Written) /

Direct Premium Written

ii.% reinsurance in CAT lines = (Direct Premium Written in CAT related

lines - NPW in CAT lines)/Direct Premium Written in CAT lines

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3.3.3 Exposed and non-exposed firms

In order to examine the difference between CAT risk exposed firms and non-

exposed firms, we divide insurers into three groups: Hurricane risk exposed firms,

California CAT risk exposed firms, and the rest.

Companies are included in hurricane exposed group if more than 1/3 of their direct

premiums are written in FL, NC, SC, GA, TX, LA, MS, AL, and more than 1/3 of

their direct premiums are written in Allied, Multiple Peril, Inland Marine.

Companies are included in California CAT group if more than 1/3 of their direct

premiums are written in CA, and more than 1/3 of their direct premiums are written

in Allied, Multiple Peril, Inland Marine, Earthquake, Fire.

If we apply this rule year by year, for some firms, they become exposed in some

years and become non-exposed in some other years. For example, if a firm has 30%

of premium written in Hurricane states in 2003, 35% in 2004, 30% in 2005, etc.,

then this firm will be included in the exposed group in 2004 but not other years.

Because we do not have large number of companies for the exposed group, including

and excluding certain firms each year can affect the trend numbers year by year.

Therefore, hurricane exposed group only includes those firms assigned to hurricane

group every year between 2002 and 2007. The same rule is applied to California

CAT group and non-exposed group. In order not to exclude too many firms from the

sample, we limit the sample period to 2002-2007 (instead of 1997-2007). However,

we still track the variables between 1997 and 2001.

3.3.4 Best Capital Adequacy Ratio

Best’s Capital Adequacy Ratio (BCAR) is an integrated review of an insurance

company’s underwriting, financial and asset leverage. The table below provides the

details of BCAR guidelines published by A.M. Best for a company to achieve a

particular rating.

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Minimum BCAR Guidelines

Rating Implied Balance Sheet Minimum

A++ 175 A+ 160 A 145 A- 130

B++ 115 B+ 100 B 90 B- 80

C++ 70 C+ 60 C 50 C- 40 D 0

As the following table shows, the BCAR score needed to achieve a particular

rating has changed significantly over the last ten years.

Rating Mean (1997) Mean (2007) A++ 144.24 306.02 A+ 135.40 278.19 A 128.99 255.25 A- 120.07 262.73

B++ 107.12 247.66 B+ 109.13 291.39 B 83.10 175.48 B- 74.54 159.98

C++ 64.50 83.14 C+ 48.70 86.50 C 47.74 87.90 C- 73.90 D 32.30 E 0 F 0

We create three BCAR groups in order to test whether firms close to the upper

bound of each category and firms close to the lower bound of each category react

differently. The rationale for this is that the firms close to the lower boundary will

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have to be more pro-active in order to maintain the rating, whereas the firms close

to higher boundary may still be safely in the same rating category after the rating

standard change. That is, if we find capital increase after 2004-2005, we will find

more increase from the firms close to the lower boundary of each rating category.

To test Hypothesis IV, we make three groups using BCAR score. First, we

compute BCAR Q1, Q3 for each rating category and each year. Second, we assign

BCAR high group if a firm’s BCAR is greater than Q3 of corresponding rating

category /year. For example, consider an A+ company with BCAR=200 in 2005.

We first compute BCAR Q1 and Q3 for A+ in 2005, equal to 210 and 240

respectively. Since 200 is less than 210, this company is close to lower bound of

A+, and it is assigned to the lower group. We repeat making BCAR groups every

year, and thus the firms in each group may change year by year.

3.3.5 Tracking insurers capital/reinsurance change year by year

We examine capital and percentage reinsurance change after 2004-2005 hurricane

seasons. Our hypothesis is CAT exposed insurers in low BCAR group will change

their capital/reinsurance the most. The change from 2004 to 2005, 2005 to 2006,

and 2006 to 2007 are examined.

We also separate the companies by their ratings. We hypothesize that investment

graded firms may care more their ratings than non-investment rating firms. The

rationale is that if the insurers’ rating is essential to their business, they should

have maintained good ratings. As a result, we expect the response to the rating

standard change will be stronger for investment-level insurers.

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4. RESULTS

Table 1. Capital, reinsurance, rating, and direct premium written change from 1997 to 2007.

Year 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007Panel1. Non-exposed group

N 351 477 488 515 541 574 574 574 574 574 574Rating 4.05 3.65 3.61 3.68 3.68 3.79 3.75 3.76 3.68 3.64 3.62Surplus(thousand) 185 117 120 113 109 107 229 151 169 194 211Surplus/Asset 0.47 0.46 0.47 0.46 0.42 0.41 0.46 0.41 0.42 0.43 0.44Premium/Surplus 0.98 0.98 0.94 1.04 1.13 1.22 1.13 1.12 1.04 0.95 0.89BCAR 119.3 137.0 237.8 247.6 230.6 218.9 218.7 223.3 235.2 253.6 266.1DPW(million) 157 148 152 159 176 204 234 251 260 270 272%Reinsurance 0.32 0.34 0.35 0.35 0.36 0.38 0.38 0.37 0.36 0.36 0.36Panel 2. Hurricane CAT risk exposed group

N 18 29 29 33 36 36 36 36 36 36 36Rating 3.67 3.72 3.66 3.52 3.42 3.47 4.33 3.47 3.72 3.78 3.69Surplus(thousand) 175 80 102 104 88 92 1359 106 116 140 154Surplus/Asset 0.52 0.59 0.60 0.59 0.55 0.49 0.48 0.48 0.49 0.52 0.54Premium/Surplus 0.91 0.85 0.80 0.86 0.97 1.34 1.21 1.04 0.90 0.96 0.81BCAR 141.3 142.8 251.5 303.5 278.1 240.6 215.9 232.7 230.7 242.9 282.7DPW(million) 144 124 148 146 147 172 197 213 221 231 227%Reinsurance 0.30 0.30 0.32 0.33 0.32 0.34 0.39 0.39 0.40 0.36 0.40Panel 3. California CAT risk exposed group

N 8 13 11 15 15 15 15 15 15 15 15Rating 4.87 3.92 3.18 3.13 3.47 3.67 3.87 3.73 3.67 3.47 3.47Surplus(thousand) 370 61 72 52 53 54 577 71 83 102 114Surplus/Asset 0.51 0.45 0.42 0.48 0.45 0.40 0.58 0.40 0.39 0.43 0.44Premium/Surplus 1.12 1.06 1.13 1.05 1.07 1.19 1.14 1.17 1.20 0.91 0.86BCAR 131.3 121.3 223.0 254.7 215.7 175.6 224.2 178.0 230.0 261.4 272.9DPW(million) 207 156 186 149 166 195 216 225 236 247 254%Reinsurance 0.27 0.39 0.40 0.40 0.43 0.45 0.48 0.44 0.35 0.39 0.38

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Table 2. Capital, rating, and reinsurance changes by BCAR group after 2004-2005 hurricane seasons

BCAR high in group

Whole Sample A- or higher rating only B++ or lower rating only

Year 2005 2006 2007 2005 2006 2007 2005 2006 2007

Surplus/Asset Hurricane -0.0371 -0.0195 0.0200 0.0080 0.0037 0.0238 -0.0953 -0.1046 0.0087

Non-exp -0.0006 -0.0304 -0.0163 0.0022 0.0053 0.0051 -0.0088 -0.0140 -0.0044

Premium/Surplus Hurricane 0.8385 0.1779 0.0022 -0.0049 0.0022 0.0236 2.0230 0.8221 -0.0621

Non-exp -0.0167 0.0007 0.0032 -0.0241 -0.0215 -0.0298 0.0054 0.0425 0.0390

Rating Hurricane 0.6366 0.0714 -0.1875 0.0833 0.1818 0.0000 1.3333 -0.3333 -0.7500

Non-exp -0.0539 -0.0304 -0.0163 -0.0556 -0.0171 -0.0306 -0.0492 -0.0727 0.0408

BCAR Hurricane -69.8682 -22.2851 40.8733 2.3583 -8.9909 46.3273 -160.6222 -71.0333 25.8750

Non-exp 0.0432 0.7811 13.7100 2.1876 10.3890 16.2120 -6.5379 -29.2655 3.9061

% same rating Hurricane 0.7727 0.7857 0.8125 0.9167 0.8182 0.8333 0.6667 0.6667 0.7500

Non-exp 0.9170 0.8957 0.9224 0.9389 0.9371 0.9592 0.8525 0.7636 0.7755

% downgraded Hurricane 0.2273 0.1429 0.0625 0.0833 0.1818 0.0833 0.3333 0.0000 0.0000

Non-exp 0.0166 0.0391 0.0286 0.0056 0.0229 0.0051 0.0492 0.0909 0.1224

% upgraded Hurricane 0.0000 0.0714 0.1250 0.0000 0.0000 0.0833 0.0000 0.3333 0.2500

Non-exp 0.0664 0.0652 0.0490 0.0556 0.0400 0.0357 0.0984 0.1455 0.1020

% reinsurance Hurricane 0.0207 -0.0358 0.0287 0.0220 -0.0182 0.0128 -0.0218 -0.1007 0.0763

Non-exp -0.0083 -0.0054 0.0032 -0.0067 -0.0054 0.0015 -0.0131 -0.0056 0.0096

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BCAR med in group

Whole Sample A- or higher rating only B++ or lower rating only

Year 2005 2006 2007 2005 2006 2007 2005 2006 2007

Surplus/Asset Hurricane 0.0005 0.0156 0.0287 -0.0094 0.0221 0.0316 0.0345 0.0017 0.0266

Non-exp 0.0079 0.0175 0.0128 0.0078 0.0141 0.0168 0.0083 0.0276 -0.0001

Premium/Surplus Hurricane -0.1822 0.0609 -0.1518 -0.0890 0.0454 -0.0933 -0.5035 0.0939 -0.3070

Non-exp -0.0716 -0.1290 -0.0545 -0.0744 -0.1159 -0.0769 -0.0639 -0.1688 0.0176

Rating Hurricane 0.0750 -0.0682 -0.0370 0.0000 0.0000 0.0263 0.3333 -0.2143 -0.2000

Non-exp -0.0553 -0.0632 -0.0043 -0.0515 -0.0899 -0.0197 -0.0656 0.0175 0.0450

BCAR Hurricane 3.3487 24.1955 32.0000 -0.1267 33.4367 25.9789 14.9333 4.3929 50.0780

Non-exp 13.0047 23.4202 13.3367 13.7021 21.7113 15.5292 11.1140 28.5743 6.3243

% same rating Hurricane 0.675 0.8409 0.925926 0.741935 0.8667 0.973684 0.4444 0.7857 0.8000

Non-exp 0.9071 0.8736 0.8929 0.9515 0.9043 0.9101 0.7869 0.7807 0.8378

% downgraded Hurricane 0.1750 0.0455 0.0185 0.1290 0.0667 0.0263 0.3333 0.0000 0.0000

Non-exp 0.0177 0.0305 0.0535 0.0030 0.0058 0.0393 0.0574 0.1053 0.0991

% upgraded Hurricane 0.15 0.1136 0.055556 0.129032 0.0667 0 0.2222 0.2143 0.2000

Non-exp 0.0752 0.0959 0.0535 0.0455 0.0899 0.0506 0.1557 0.1140 0.0631

% reinsurance Hurricane 0.0161 -0.0275 0.0240 0.0103 -0.0518 0.0170 0.0358 0.0247 0.0412

Non-exp -0.0091 0.0032 0.0084 0.0007 -0.0014 0.0117 -0.0357 0.0172 -0.0022

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BCAR low in group

Whole Sample A- or higher rating only B++ or lower rating only

Year 2005 2006 2007 2005 2006 2007 2005 2006 2007

Surplus/Asset Hurricane 0.0451 0.1203 0.0417 0.0315 0.1254 0.0383 0.0586 0.1061 0.0484

Non-exp 0.0100 0.0105 0.0114 0.0087 0.0062 0.0100 0.0152 0.0252 0.0162

Premium/Surplus Hurricane -0.4507 -0.3099 -0.1902 -0.4343 -0.1515 -0.1428 -0.4671 -0.7533 -0.2849

Non-exp -0.0792 -0.1010 -0.0871 -0.0661 -0.0737 -0.0866 -0.1325 -0.1933 -0.0889

Rating Hurricane 0.5000 0.0526 -0.0556 0.0000 0.0000 -0.0833 1.0000 0.2000 0.0000

Non-exp -0.0644 -0.0437 -0.0415 -0.1070 -0.0879 -0.0691 -0.1325 0.1111 0.0566

BCAR Hurricane 29.9615 49.1438 34.9133 46.1600 42.7818 37.6444 19.8375 63.1400 30.8167

Non-exp 21.7091 21.9338 17.0575 23.7078 23.9076 16.5080 14.5512 15.7360 18.8285

% same rating Hurricane 0.75 0.9474 0.944444 1 1.0000 0.916667 0.5000 0.8000 1.0000

Non-exp 0.8927 0.8771 0.9046 0.8984 0.8956 0.9043 0.8696 0.8148 0.9057

% downgraded Hurricane 0.2500 0.0526 0.0000 0.0000 0.0000 0.0000 0.5000 0.2000 0.0000

Non-exp 0.0258 0.0424 0.0415 0.0107 0.0165 0.0319 0.0870 0.1296 0.0755

% upgraded Hurricane 0 0.0000 0.055556 0 0.0000 0.083333 0.0000 0.0000 0.0000

Non-exp 0.0815 0.0805 0.053942 0.0909 0.0879 0.06383 0.0435 0.0556 0.0189

% reinsurance Hurricane 0.0346 0.0503 0.0361 0.0617 0.0043 0.0442 0.0074 0.1790 0.0198

Non-exp -0.0031 0.0119 -0.0057 -0.0016 0.0092 -0.0059 -0.0091 0.0212 -0.0050

Note:

2005: change from 2004 to 2005, 2006: change from 2005 to 2006, 2007: change from 2006 to 2007

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Table 3. Capital, rating, and reinsurance changes by BCAR group after 2004-2005 hurricane

seasons: tracking same companies from 2002 to 2007 based on the BCAR group in 2002.

Year 2002 2003 2004 2005 2006 2007

BCAR high in group (N hurricane=16)

Surplus/Asset Hurricane 0.4783 0.4706 0.4862 0.4802 0.4741 0.5030

Non-exp 0.3552 0.4595 0.3684 0.3834 0.3998 0.4138

Premium/Surplus Hurricane 1.2807 1.2781 0.9935 0.9440 1.1160 0.9541

Non-exp 1.4596 1.1384 1.3262 1.2044 1.1010 1.0479

Rating Hurricane 3.2000 3.4000 3.2000 3.6000 3.7000 3.6000

Non-exp 3.8815 3.5958 3.8049 3.7247 3.6690 3.6341

BCAR Hurricane 182.7900 199.8900 206.8300 199.6600 194.5700 201.9700

Non-exp 181.5848 222.3097 197.9035 205.6237 228.4656 244.5726

% reinsurance Hurricane 0.2609 0.2725 0.2937 0.3195 0.2765 0.3458

Non-exp 0.3725 0.3688 0.3542 0.3481 0.3408 0.3370

% CAT reins Hurricane 0.3012 0.3058 0.3276 0.3476 0.3178 0.3937

BCAR med in group (N hurricane=10)

Surplus/Asset Hurricane 0.3514 0.5048 0.4053 0.4130 0.4546 0.5008

Non-exp 0.3683 0.4604 0.3731 0.3766 0.3889 0.4000

Premium/Surplus Hurricane 2.1108 0.9852 1.2360 0.9890 1.1280 0.8817

Non-exp 1.2957 1.1739 1.0962 1.0332 0.9317 0.8577

Rating Hurricane 3.8333 4.7500 3.5833 3.7500 3.6667 3.6667

Non-exp 3.6667 4.0000 3.7589 3.6525 3.6099 3.6525

BCAR Hurricane 135.1700 207.4181 170.6900 173.2900 198.6181 257.5273

Non-exp 139.7401 199.6262 173.5721 190.7607 212.4355 219.9430

% reinsurance Hurricane 0.3914 0.5014 0.5027 0.5162 0.4076 0.4296

Non-exp 0.4777 0.4869 0.4857 0.4775 0.4818 0.4662

% CAT reins Hurricane 0.4483 0.5355 0.5384 0.5255 0.4378 0.4591

BCAR low in group (N hurricane=12)

Surplus/Asset Hurricane 0.6107 0.4638 0.5522 0.5654 0.5971 0.6004

Non-exp 0.5491 0.4682 0.5295 0.5334 0.5400 0.5458

Premium/Surplus Hurricane 0.7230 1.3416 0.9082 0.7994 0.6923 0.6342

Non-exp 0.6740 1.0822 0.7347 0.7040 0.6651 0.6231

Rating Hurricane 3.3571 4.6428 3.5786 3.7857 3.9286 3.7857

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Non-exp 3.7123 3.8151 3.6575 3.6164 3.6233 3.5616

BCAR Hurricane 364.9500 237.1250 295.5071 293.8857 312.3214 360.2000

Non-exp 400.5661 223.9552 355.7075 366.9791 380.9475 397.6325

% reinsurance Hurricane 0.3413 0.3683 0.3508 0.3672 0.3748 0.4097

Non-exp 0.6107 0.4638 0.5522 0.5654 0.5971 0.6004

% CAT reins Hurricane 0.5491 0.4682 0.5295 0.5334 0.5400 0.5458

5. GRAPHS AND TENTATIVE CONCLUSIONS

a. Capital

Surplus/Asset

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

Premium/Surplus

0.00

0.20

0.40

0.60

0.80

1.00

1.20

1.40

1.60

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

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BCAR

0.00

50.00

100.00

150.00

200.00

250.00

300.00

350.00

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

On average, capital of CAT risk exposed insurers and non-exposed insurers do not show very

different pattern during the sample period of 1997-2007.

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Change by BCAR group - Surplus/Asset

Whole group

‐0.0600

‐0.0400

‐0.0200

0.0000

0.0200

0.0400

0.0600

0.0800

0.1000

0.1200

0.1400

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Investment graded (A- and higher) insurers only

0.0000

0.0200

0.0400

0.0600

0.0800

0.1000

0.1200

0.1400

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Tracking the same firms from 2002 to 2007

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0.0000

0.1000

0.2000

0.3000

0.4000

0.5000

0.6000

0.7000

2002 2003 2004 2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Although the aggregated numbers show that the capital changes of exposed insurers and non-

exposed insurers are not very different, the BCAR group result shows different pattern.

- Hurricane exposed low BCAR group insurers increased their capital after 2004-2005 hurricane

seasons more than other insurers.

- The difference between exposed and non-exposed group firms is bigger for BCAR low group

insurers than high group insurers. Both groups have similar Surplus/ASSET in 2002, but

hurricane low group’s Surplus/Asset is 0.5 whereas non-exposed low group’s Surplus/Asset is

0.4 in 2007.

- Hurricane exposed high BCAR group insurers depleted their capital from 2004 to 2005, but

gradually increase their capital afterwards.

- When we only focus on the investment graded insurers, hurricane exposed high BCAR group

insurers did not deplete their capital from 2004 to 2005.

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b. % Reinsurance

0.00

0.10

0.20

0.30

0.40

0.50

0.60

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

Change by BCAR group, Whole group

‐0.0500

‐0.0400

‐0.0300

‐0.0200

‐0.0100

0.0000

0.0100

0.0200

0.0300

0.0400

0.0500

0.0600

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Investment graded (A- and higher) insurers only

‐0.0300

‐0.0200

‐0.0100

0.0000

0.0100

0.0200

0.0300

0.0400

0.0500

0.0600

0.0700

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

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Tracking the same firms from 2002 to 2007

0.0000

0.1000

0.2000

0.3000

0.4000

0.5000

0.6000

2002 2003 2004 2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

- Non-exposed insurers did not change or slightly reduced % reinsurance during the sample

period.

- CAT exposed insurers increased % reinsurance from 2004 to 2005, reduced it 2005 to 2006,

then increased it again from 2006 to 2007.

-

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c. Rating

0.00

1.00

2.00

3.00

4.00

5.00

6.001997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

Change by BCAR group, Whole group

‐0.3000

‐0.2000

‐0.1000

0.0000

0.1000

0.2000

0.3000

0.4000

0.5000

0.6000

0.7000

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Investment graded (A- and higher) insurers only

‐0.1500

‐0.1000

‐0.0500

0.0000

0.0500

0.1000

0.1500

0.2000

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

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Tracking the same firms from 2002 to 2007

0.0000

0.5000

1.0000

1.5000

2.0000

2.5000

3.0000

3.5000

4.0000

4.5000

5.0000

2002 2003 2004 2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Overall, ratings did not change that much during the sample period. That is, most insurers

maintain their ratings most of the time.

Some exposed insurers were downgraded from 2004 to 2005 and more from 2005 to 2006, but

some recovered their original rating in 2007.

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d. Total Direct Premium Written

0.00

50000000.00

100000000.00

150000000.00

200000000.00

250000000.00

300000000.00

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

Non‐exposed

Hurricane‐exposed

California

Change by BCAR group, Whole group

0

5000000

10000000

15000000

20000000

25000000

30000000

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Investment graded (A- and higher) insurers only

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‐6000000

‐4000000

‐2000000

0

2000000

4000000

6000000

8000000

10000000

12000000

14000000

2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Tracking the same firms from 2002 to 2007

0

100000000

200000000

300000000

400000000

500000000

600000000

2002 2003 2004 2005 2006 2007

Hurricane high

Non‐exposed high

Hurricane low

Non‐exposed low

Overall, premium increased during the sample period. However, hurricane exposed insurers’

premium decreased a bit from 2006 to 2007.

It seems that the decrease was driven by BCAR low group insurers.

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APPENDIX - LIST OF INSURERS

Hurricane Exposed insurers

ANPAC Louisiana Insurance Company ASI Lloyds Alabama Municipal Insurance Corporation Alfa Mutual General Insurance Company American National Lloyds Insurance Company American Resources Insurance Company, Incorporated American Strategic Insurance Corp. American Western Home Insurance Company Amica Lloyd's of Texas Armed Forces Insurance Exchange Auto Club South Insurance Company Columbia Lloyds Insurance Company Cotton States Mutual Insurance Company Delta Lloyds Insurance Company of Houston Texas Florists' Insurance Company Georgia Farm Bureau Mutual Insurance Company Grain Dealers Mutual Insurance Company Hartford Lloyd's Insurance Company Middle Georgia Mutual Insurance Company Mutual Savings Fire Insurance Company National Fire and Indemnity Exchange National Lloyds Insurance Company Nationwide Insurance Company of Florida Nationwide Mutual Fire Insurance Company North Carolina Farm Bureau Mutual Insurance Company Priority One Insurance Company Service Insurance Company Slavonic Mutual Fire Insurance Association Southern Mutual Church Insurance Company Southern Mutual Insurance Company Southern Trust Insurance Company State Farm Florida Insurance Company Triangle Insurance Company, Inc. USAA Texas Lloyd's Company USPlate Glass Insurance Company Voyager Indemnity Insurance Company

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California insurers

Associated Indemnity Corporation California Capital Insurance Company California Mutual Insurance Company Century-National Insurance Company Crusader Insurance Company Exact Property and Casualty Company Financial Pacific Insurance Company Fire Insurance Exchange First American Property & Casualty Insurance Company GeoVera Insurance Company Golden Eagle Insurance Corporation Merced Mutual Insurance Company Meritplan Insurance Company Newport Insurance Company Pacific Select Property Insurance Company Pacific Specialty Insurance Company Residence Mutual Insurance Company Sequoia Insurance Company Truck Insurance Exchange Unigard Indemnity Company Unigard Insurance Company Western Mutual Insurance Company White Mountains Reinsurance Company of America

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Rating conversion table

Rating Numerical rating assigned A++ 1 A+ 2 A 3 A- 4

B++ 5 B+ 6 B 7 B- 8

C++ 9 C+ 10 C 11 C- 12 D 13 E 14 F 15