Greenhouse Gas Emissions and the Financial Stability of Insurance Companies
Abstract
1. Introduction
2. Literature and Development of Hypotheses
3. Methods
4. Results
5. Discussion and Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
1 | In the field of ecological research, Phelan et al. (2010) propose an approach to carbon pricing that better reflects the biogeophysical limits of the Earth system by drawing on aspects of insurance systems. |
2 | We acknowledge that insurance segments may behave quite differently due to differences in their business. However, focusing only on a specific segment (even the largest) among the available resulted in few observations that we could not use for a robust panel regression analysis. |
3 | Information on the data and the methodologies used by S&P Capital IQ to assess corporate carbon emissions can be found at https://www.spglobal.com/commodity-insights/en/products-solutions/carbon-scenarios/carbon-scenarios-market-insights (accessed on 5 May 2025). |
4 | The results have same quality also as the variable for reserves is computed with the ratio of policyholder reserves to total assets (Bressan & Du, 2024b). The results are omitted for the sake of brevity, but are available on request. |
5 | In general, the regressions are estimated in different subsamples due to differences in the number of firms for which we could not obtain missing values of dependent variables and all regressors. In particular, in the tests conducted as robustness, the control variables were omitted as their inclusion had significantly reduced the estimation sample size, thus harming the inference that we could make from the results. |
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Segment | N |
---|---|
Financial Guaranty | 30 |
Life and Health | 605 |
Managed Care | 106 |
Mortgage Guarantee | 48 |
Multi-line | 349 |
Property and Casualty | 856 |
Title Insurance | 49 |
Total | 2043 |
Variables | Definition |
---|---|
GHG1 | Log of total scope 1 greenhouse gas emissions. |
GHG2 | Log of total scope 2 greenhouse gas emissions. |
GHG3 | Log of total scope 3 greenhouse gas emissions. |
CR | Combined ratio, i.e., the sum of incurred losses, loss adjustment expenses, plus other underwriting expenses, divided by earned premiums. |
PS | Premium-to-surplus ratio, i.e., the ratio of net premiums written to policyholder surplus. Policyholder surplus is total assets minus total liabilities. |
RES | Ratio of reserves to policyholder surplus. |
REINS | Ratio of ceded premiums to gross premiums. |
DEBT | Ratio of total debt to total assets. |
ROA | Ratio of net income to total assets. |
GP | Ratio of gross premiums to total assets. |
INV | Ratio of investment income to total assets. |
ESG | ESG score of the company. |
Mean | Min | Max | Std. Dev. | |
---|---|---|---|---|
Scope 1 emissions (tons CO2e) | 21,645 | 0 | 3,157,004 | 129,130 |
Scope 2 emissions (tons CO2e) | 43,765 | 0.74 | 2,071,311 | 111,439 |
Scope 3 emissions (tons CO2e) | 514,961 | 5.48 | 13,800,000 | 1,003,674 |
CR | 92.8301 | 31.0756 | 184.2003 | 15.9115 |
PS | 1.0817 | 0.0014 | 4.3780 | 0.7228 |
RES | 5.6780 | 0.0000 | 37.0878 | 6.5525 |
REINS | 14.1301 | 0.0000 | 74.3503 | 14.6476 |
DEBT | 0.0830 | 0.0000 | 0.5569 | 0.1051 |
ROA | 0.0198 | 0.0120 | 0.1591 | 0.0284 |
GP | 0.2647 | 0.0000 | 1.0993 | 0.2086 |
INV | 0.0274 | 0.0015 | 0.1532 | 0.0244 |
ESG | 42.8500 | 2.0000 | 91.0000 | 20.2901 |
GHG1 | GHG2 | GHG3 | CR | PS | RES | REINS | DEBT | ROA | GP | INV | ESG | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
GHG1 | 1.000 | |||||||||||
GHG2 | 0.8840 *** | 1.0000 | ||||||||||
GHG3 | 0.8901 *** | 0.9074 *** | 1.0000 | |||||||||
CR | 0.2191 *** | 0.2264 *** | 0.2124 *** | 1.0000 | ||||||||
PS | 0.1724 *** | 0.1690 *** | 0.1741 *** | 0.2493 *** | 1.0000 | |||||||
RES | 0.1461 *** | 0.1492 *** | 0.2008 *** | 0.1800 *** | 0.30501 *** | 1.0000 | ||||||
REINS | −0.2540 *** | −0.2856 *** | −0.3347 *** | 0.0400 | −0.2334 *** | −0.0781 ** | 1.0000 | |||||
DEBT | 0.1000 *** | 0.1080 *** | 0.0760 *** | −0.0651 * | −0.1581 *** | −0.2223 *** | −0.0863 *** | 1.0000 | ||||
ROA | −0.0521 ** | −0.0360 | −0.0431 * | −0.4554 *** | −0.0880 *** | −0.3552 *** | −0.0890 *** | 0.0561 ** | 1.0000 | |||
GP | −0.2567 *** | −0.2586 *** | −0.3041 *** | 0.0574 | 0.4165 *** | −0.4293 *** | 0.1941 *** | −0.1410 *** | 0.2060 *** | 1.000 | ||
INV | 0.0370 | 0.0770 *** | 0.0720 *** | −0.0150 | −0.0160 | 0.1980 *** | −0.1841 *** | −0.0864 *** | 0.1051 *** | −0.1781 *** | 1.0000 | |
ESG | 0.3680 *** | 0.4240 *** | 0.5590 *** | 0.0401 | −0.0241 | 0.2010 *** | −0.1944 *** | −0.0258 | −0.1119 *** | −0.2188 *** | −0.0315 | 1.0000 |
GHG3 | CR | PS | RES | REINS |
---|---|---|---|---|
Low | 89.8252 | 0.9282 | 3.7338 | 19.1046 |
Medium | 93.8303 | 1.110 | 6.1656 | 12.4263 |
High | 97.5959 | 1.4910 | 8.1446 | 8.8308 |
Dunn test (Low vs. High) | 35.6430 *** | 36.9988 *** | 67.6731 *** | 55.5707 *** |
(1) CR | (2) CR | (3) CR | (4) CR | (5) CR | (6) CR | |
---|---|---|---|---|---|---|
GHG1 | 1.7106 *** | 0.9259 * | ||||
(0.4591) | (0.4732) | |||||
GHG2 | 1.9137 *** | 1.1961 ** | ||||
(0.4982) | (0.4862) | |||||
GHG3 | 1.8373 *** | 1.0286 * | ||||
(0.552) | (0.552) | |||||
DEBT | −0.0971 | −0.1132 | −0.0923 | |||
(0.0883) | (0.0890) | (0.0871) | ||||
ROA | −0.0489 *** | −0.0485 *** | −0.0487 *** | |||
(0.0073) | (0.0073) | (0.0073) | ||||
GP | 0.3415 *** | 0.3458 *** | 0.3506 *** | |||
(0.0687) | (0.0687) | (0.0690) | ||||
INV | 0.9824 * | 0.9391 | 0.9647 * | |||
(0.5651) | (0.5725) | (0.5741) | ||||
Constant | 79.2764 *** | 80.2902 *** | 75.4122 *** | 75.9698 *** | 71.2112 *** | 74.6378 *** |
(4.3083) | (7.2181) | (5.1771) | (7.8864) | (7.1811) | (9.2711) | |
Fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 1154 | 939 | 1154 | 939 | 1154 | 939 |
R-squared | 0.0483 | 0.5871 | 0.0511 | 0.5916 | 0.0453 | 0.5874 |
(1) PS | (2) PS | (3) PS | (4) PS | (5) PS | (6) PS | |
---|---|---|---|---|---|---|
GHG1 | 0.0692 * | 0.1439 *** | ||||
(0.0351) | (0.0271) | |||||
GHG2 | 0.0735 ** | 0.1475 *** | ||||
(0.0352) | (0.0300) | |||||
GHG3 | 0.0762 ** | 0.1600 *** | ||||
(0.0341) | (0.0309) | |||||
DEBT | −0.0064 ** | −0.0083 ** | −0.0077 ** | |||
(0.0031) | (0.0031) | (0.0032) | ||||
ROA | −0.0006 *** | −0.0006 *** | −0.0006 *** | |||
(0.000) | (0.000) | (0.000) | ||||
GP | 0.0234 *** | 0.0233 *** | 0.0238 *** | |||
(0.0022) | (0.0022) | (0.0030) | ||||
INV | 0.0098 | 0.0102 | 0.0074 | |||
(0.0115) | (0.0120) | (0.0120) | ||||
Constant | 0.5517 ** | −0.0617 | 0.4246 | −0.3139 | 0.1987 | −0.8351 * |
(0.2504) | (0.3097) | (0.2937) | (0.3683) | (0.3763) | (0.4289) | |
Fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 1397 | 1074 | 1397 | 1074 | 1397 | 1074 |
R-squared | 0.0303 | 0.4261 | 0.0288 | 0.4204 | 0.0300 | 0.4311 |
(1) RES | (2) RES | (3) RES | (4) RES | (5) RES | (6) RES | |
---|---|---|---|---|---|---|
GHG1 | 0.4844 * | 0.5716 * | ||||
(0.2462) | (0.3041) | |||||
GHG2 | 0.5123 ** | 0.6999 ** | ||||
(0.2581) | (0.3252) | |||||
GHG3 | 0.7417 ** | 0.7217 * | ||||
(0.3061) | (0.3796) | |||||
DEBT | −0.1538 *** | −0.1605 *** | −0.1545 *** | |||
(0.0352) | (0.0341) | (0.0338) | ||||
ROA | −0.0064 *** | −0.0064 *** | −0.0063 *** | |||
(0.0011) | (0.0011) | (0.0011) | ||||
GP | −0.1006 *** | −0.1004 *** | −0.0988 *** | |||
(0.0354) | (0.0338) | (0.0338) | ||||
INV | 0.5331 ** | 0.5165 ** | 0.5098 ** | |||
(0.2581) | (0.2551) | (0.2474) | ||||
Constant | 1.8239 | 4.1109 | 0.9367 | 1.9880 | −3.1554 | 0.3071 |
(1.9435) | (3.7257) | (2.4062) | (4.2315) | (3.5746) | (5.4766) | |
Fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 2043 | 1292 | 2043 | 1292 | 2043 | 1292 |
R-squared | 0.021 | 0.422 | 0.022 | 0.427 | 0.043 | 0.429 |
(1) REINS | (2) REINS | (3) REINS | (4) REINS | (5) REINS | (6) REINS | |
---|---|---|---|---|---|---|
GHG1 | −1.8910 *** | −2.0774 *** | ||||
(0.6423) | (0.6263) | |||||
GHG2 | −2.2211 *** | −2.5145 *** | ||||
(0.5431) | (0.6286) | |||||
GHG3 | −2.7073 *** | −2.7977 *** | ||||
(0.5464) | (0.6537) | |||||
DEBT | −0.0092 | 0.0173 | −0.0016 | |||
(0.0831) | (0.0816) | (0.0784) | ||||
ROA | −0.0057 | −0.0061 | −0.0067 | |||
(0.0063) | (0.0063) | (0.0063) | ||||
GP | 0.0800 | 0.0845 | 0.0765 | |||
(0.0756) | (0.0691) | (0.0641) | ||||
INV | −1.0237 ** | −0.9368 * | −0.8796 * | |||
(0.5086) | (0.5154) | (0.4955) | ||||
Constant | 29.0578 *** | 23.0737 *** | 34.4906 *** | 30.3081 *** | 46.1347 *** | 38.7178 *** |
(5.1553) | (7.4666) | (5.2071) | (7.4489) | (6.7525) | (8.3765) | |
Fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 1744 | 1182 | 1744 | 1182 | 1744 | 1182 |
R-squared | 0.0654 | 0.1847 | 0.0819 | 0.1970 | 0.1124 | 0.2145 |
(1) CR | (2) CR | (3) CR | (4) PS | (5) PS | (6) PS | |
---|---|---|---|---|---|---|
GHG1t−1 | 1.5988 *** | 0.0834 ** | ||||
(0.4445) | (0.0384) | |||||
GHG2t−1 | 1.8221 *** | 0.0871 ** | ||||
(0.4711) | (0.0407) | |||||
GHG3t−1 | 2.0444 *** | 0.0945 ** | ||||
(0.5352) | (0.0391) | |||||
Constant | 78.0731 *** | 68.1910 *** | 64.1601 *** | 0.3889 | −0.0660 | −0.3139 |
(5.0691) | (6.7496) | (7.7151) | (0.2597) | (0.4607) | (0.5108) | |
Observations | 1083 | 1083 | 1083 | 1314 | 1314 | 1314 |
R-squared | 0.0823 | 0.0842 | 0.0900 | 0.1390 | 0.1343 | 0.1408 |
(1) CR | (2) CR | (3) CR | (4) PS | (5) PS | (6) PS | |
---|---|---|---|---|---|---|
Scope1/Assets | 0.0966 *** | −0.0016 | ||||
(0.0283) | (0.0063) | |||||
Scope2/Assets | 0.1559 | 0.0217 ** | ||||
(0.1111) | (0.0108) | |||||
Scope3/Assets | 0.0323 ** | 0.0054 *** | ||||
(0.0164) | (0.0024) | |||||
Constant | 90.7938 *** | 86.1059 *** | 88.5732 *** | 0.8802 *** | 0.8741 *** | 0.7593 *** |
(3.1223) | (4.5971) | (3.4061) | (0.0996) | (0.0975) | (0.0932) | |
Fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 1154 | 1154 | 1154 | 1397 | 1397 | 1397 |
R-squared | 0.0430 | 0.0461 | 0.0473 | 0.1067 | 0.1617 | 0.2316 |
(1) CR | (2) CR | (3) CR | (4) PS | (5) PS | (6) PS | |
---|---|---|---|---|---|---|
ESG | −0.0316 | −0.0388 | −0.0824 ** | −0.0043 | −0.0044 | −0.0067 |
(0.0368) | (0.0370) | (0.0410) | (0.0040) | (0.0040) | (0.0051) | |
GHG1 | 1.4936 ** | 0.0797 * | ||||
(0.7091) | (0.0496) | |||||
GHG2 | 1.8049 ** | 0.0830 * | ||||
(0.7486) | (0.0486) | |||||
GHG3 | 2.1570 ** | 0.1028 * | ||||
(0.9526) | (0.0537) | |||||
Constant | 81.6760 *** | 77.4440 *** | 69.9026 *** | 0.5907 * | 0.4661 | 0.0867 |
(6.9206) | (7.9767) | (11.7216) | (0.3206) | (0.3756) | (0.5339) | |
Observations | 543 | 543 | 543 | 660 | 660 | 660 |
R-squared | 0.0321 | 0.0426 | 0.0437 | 0.0387 | 0.0344 | 0.0400 |
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Bressan, S. Greenhouse Gas Emissions and the Financial Stability of Insurance Companies. J. Risk Financial Manag. 2025, 18, 411. https://doi.org/10.3390/jrfm18080411
Bressan S. Greenhouse Gas Emissions and the Financial Stability of Insurance Companies. Journal of Risk and Financial Management. 2025; 18(8):411. https://doi.org/10.3390/jrfm18080411
Chicago/Turabian StyleBressan, Silvia. 2025. "Greenhouse Gas Emissions and the Financial Stability of Insurance Companies" Journal of Risk and Financial Management 18, no. 8: 411. https://doi.org/10.3390/jrfm18080411
APA StyleBressan, S. (2025). Greenhouse Gas Emissions and the Financial Stability of Insurance Companies. Journal of Risk and Financial Management, 18(8), 411. https://doi.org/10.3390/jrfm18080411