IDEAS home Printed from https://ideas.repec.org/a/eee/pacfin/v94y2025ics0927538x2500246x.html

Deregulation, claims ratio, and consumer surplus: Evidence from China's auto insurance reform

Author

Listed:
  • Wang, Xuanhe
  • Wu, Huiyan
  • Meng, Shengwang
  • Liu, Kui
  • Chen, Hanyi

Abstract

Insurance rate deregulation is a pivotal element of financial system reforms. Exploiting China's commercial auto insurance reform as a quasi-natural experiment and utilizing urban panel data from 2011 to 2019, we employ a staggered difference-in-differences model to gauge the reform's impact on consumer welfare. We find that the insurance premium rate deregulation significantly increases the auto insurance claims ratio, thereby enhancing consumer welfare. This result holds after accounting for potential heterogeneity in treatment effects and undergoing thorough robustness checks. Further analysis reveals that the reform's effects are particularly pronounced in regions with higher administrative levels, population densities, and education levels. Notably, both the decrease in premium income and increase in claim payments are key contributors to the rise in the claims ratio. This dynamic is estimated to have generated an approximate welfare increase of 47.52 billion renminbi (6.88 billion USD), as quantified through consumer surplus. In summary, the study provides insights into the consumer welfare effects of insurance rate deregulation, and reveals an empirical and theoretical foundation for advancing market reforms in the insurance industry.

Suggested Citation

  • Wang, Xuanhe & Wu, Huiyan & Meng, Shengwang & Liu, Kui & Chen, Hanyi, 2025. "Deregulation, claims ratio, and consumer surplus: Evidence from China's auto insurance reform," Pacific-Basin Finance Journal, Elsevier, vol. 94(C).
  • Handle: RePEc:eee:pacfin:v:94:y:2025:i:c:s0927538x2500246x
    DOI: 10.1016/j.pacfin.2025.102909
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927538X2500246X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.pacfin.2025.102909?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Cummins, J. David & Rubio-Misas, Maria, 2006. "Deregulation, Consolidation, and Efficiency: Evidence from the Spanish Insurance Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(2), pages 323-355, March.
    2. Giuseppe Turchetti & Cinzia Daraio, 2004. "How Deregulation Shapes Market Structure and Industry Efficiency: The Case of the Italian Motor Insurance Industry," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 29(2), pages 202-218, April.
    3. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    4. Cai, Jing & Song, Changcheng, 2017. "Do disaster experience and knowledge affect insurance take-up decisions?," Journal of Development Economics, Elsevier, vol. 124(C), pages 83-94.
    5. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2024. "Revisiting Event-Study Designs: Robust and Efficient Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(6), pages 3253-3285.
    6. Thomas R. Berry‐Stölzle & Patricia Born, 2012. "The Effect of Regulation on Insurance Pricing: The Case of Germany," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 79(1), pages 129-164, March.
    7. Davis, James C. & Henderson, J. Vernon, 2003. "Evidence on the political economy of the urbanization process," Journal of Urban Economics, Elsevier, vol. 53(1), pages 98-125, January.
    8. Scalera Domenico & Zazzaro Alberto, 2007. "The Unpleasant Effects of Price Deregulation in the European Third-Party Motor Insurance Market: A Theoretical Framework," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(1), pages 1-30, October.
    9. Marco Arena, 2008. "Does Insurance Market Activity Promote Economic Growth? A Cross‐Country Study for Industrialized and Developing Countries," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 75(4), pages 921-946, December.
    10. Weiss, Mary A. & Choi, Byeongyong Paul, 2008. "State regulation and the structure, conduct, efficiency and performance of US auto insurers," Journal of Banking & Finance, Elsevier, vol. 32(1), pages 134-156, January.
    11. Lin, Chaonan & Hsiao, Yu-Jen & Yeh, Cheng-Yung, 2017. "Financial literacy, financial advisors, and information sources on demand for life insurance," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 218-237.
    12. Mary A. Weiss & Sharon Tennyson & Laureen Regan, 2010. "The Effects of Regulated Premium Subsidies on Insurance Costs: An Empirical Analysis of Automobile Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(3), pages 597-624, September.
    13. Liran Einav & Amy Finkelstein & Mark R. Cullen, 2010. "Estimating Welfare in Insurance Markets Using Variation in Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 877-921.
    14. Alma Cohen, 2005. "Asymmetric Information and Learning: Evidence from the Automobile Insurance Market," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 197-207, May.
    15. Besanko, David & Dranove, David & Garthwaite, Craig, 2020. "Insurance access and demand response: Pricing and welfare implications," Journal of Health Economics, Elsevier, vol. 73(C).
    16. Layton, Timothy J. & Ellis, Randall P. & McGuire, Thomas G. & van Kleef, Richard, 2017. "Measuring efficiency of health plan payment systems in managed competition health insurance markets," Journal of Health Economics, Elsevier, vol. 56(C), pages 237-255.
    17. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    18. Joanne W. Hsu & David A. Matsa & Brian T. Melzer, 2018. "Unemployment Insurance as a Housing Market Stabilizer," American Economic Review, American Economic Association, vol. 108(1), pages 49-81, January.
    19. Mukoyama, Toshihiko, 2013. "Understanding the welfare effects of unemployment insurance policy in general equilibrium," Journal of Macroeconomics, Elsevier, vol. 38(PB), pages 347-368.
    20. Huang, Wen & Wu, Ying & Deng, Li, 2021. "Does banking competition stimulate regional innovation? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 70(C).
    21. Ana María Reyna & Hugo J. Fuentes, 2018. "A cost efficiency analysis of the insurance industry in Mexico," Journal of Productivity Analysis, Springer, vol. 49(1), pages 49-64, February.
    22. Cummins, J David & Tennyson, Sharon, 1996. "Moral Hazard in Insurance Claiming: Evidence from Automobile Insurance," Journal of Risk and Uncertainty, Springer, vol. 12(1), pages 29-50, January.
    23. Benjamin R. Handel, 2013. "Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts," American Economic Review, American Economic Association, vol. 103(7), pages 2643-2682, December.
    24. Nat Pope & Yu-Luen Ma, 2005. "Market Deregulation and Insurer Pricing Strategies: The Japanese Experience," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 30(2), pages 312-326, April.
    25. Blackmon, B Glenn, Jr & Zeckhauser, Richard, 1991. "Mispriced Equity: Regulated Rates for Auto Insurance in Massachusetts," American Economic Review, American Economic Association, vol. 81(2), pages 65-69, May.
    26. Barros, Pedro P, 1996. "Competition Effects of Price Liberalization in Insurance," Journal of Industrial Economics, Wiley Blackwell, vol. 44(3), pages 267-287, September.
    27. Amanda Starc, 2014. "Insurer pricing and consumer welfare: evidence from Medigap," RAND Journal of Economics, RAND Corporation, vol. 45(1), pages 198-220, March.
    28. Peng, Fei & Peng, Langchuan & Wang, Zheng, 2021. "How do VAT reforms in the service sectors impact TFP in the manufacturing sector: Firm-level evidence from China," Economic Modelling, Elsevier, vol. 99(C).
    29. Neil Esho & Anatoly Kirievsky & Damian Ward & Ralf Zurbruegg, 2004. "Law and the Determinants of Property‐Casualty Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 71(2), pages 265-283, June.
    30. J Finsinger & F A Schmid, 1994. "Prices, Distribution Channels and Regulatory Intervention in European Insurance Markets," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 19(1), pages 22-36, January.
    31. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    32. Yunpeng Wang & Jingxin Sun & Chun-Ping Chang, 2021. "Marketization, Competition, and Insurance Pricing: The Comprehensive Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(14), pages 3984-4003, November.
    33. Valentino Dardanoni & Paolo Donni, 2016. "The welfare cost of unpriced heterogeneity in insurance markets," RAND Journal of Economics, RAND Corporation, vol. 47(4), pages 998-1028, November.
    34. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    35. repec:bla:geneva:v:29:y:2004:i:2:p:202-218 is not listed on IDEAS
    36. Michiel Bijlsma & Jan Boone & Gijsbert Zwart, 2014. "Competition leverage: how the demand side affects optimal risk adjustment," RAND Journal of Economics, RAND Corporation, vol. 45(4), pages 792-815, December.
    37. Peter Cohen & Robert Hahn & Jonathan Hall & Steven Levitt & Robert Metcalfe, 2016. "Using Big Data to Estimate Consumer Surplus: The Case of Uber," NBER Working Papers 22627, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhu, Junjie & Guo, Hongfeng, 2025. "Does the development of high-speed rail benefit carbon emissions reduction?," Transport Policy, Elsevier, vol. 172(C).
    2. Zhang, Jingxue & Yu, Shiwei & Zhang, Yue-Jun & Su, Bin & Sun, Ya-Fang, 2025. "How do renewable energy policies affect energy green development? Evidence from Chinese listed energy firms," Energy Economics, Elsevier, vol. 142(C).
    3. Zhong, Yuan & Lai, Huisu & Zhang, Liang & Guo, Lixiang & Lai, Xiaobing, 2025. "Does public data openness accelerate new quality productive forces? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 1409-1427.
    4. Xu, Lili & Guo, Saisai & Zhong, Honglin & Shao, Shuai, 2026. "The impact of urbanization on child growth: Evidence from city-county mergers in China," Regional Science and Urban Economics, Elsevier, vol. 117(C).
    5. Hu, Wen-Quan & Su, Yunqing & Fang, Hongsheng, 2025. "Constraints and incentives: Promoting air pollution governance through performance evaluation system," Journal of Asian Economics, Elsevier, vol. 98(C).
    6. Chen, Rongjie & Liu, Songrui & Nie, Zhuo & Wang, Ruting, 2026. "Bank deregulation and the rise of local government debt: Evidence from joint-equity bank entry in China," Economic Modelling, Elsevier, vol. 154(C).
    7. Liao, Wenqi & Zhuo, Ling, 2025. "The impact of public data openness on corporate supply chain efficiency: A quasi-natural experiment based on a local government data openness platform," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 1557-1574.
    8. Wei, Qingfang & Liu, Yuan & Cai, Weixing & Wan, Jiangtao, 2025. "Open government data and personal default: Evidence from China," Journal of Asian Economics, Elsevier, vol. 100(C).
    9. Hahm, Dong Woo, 2026. "From curriculum to career: Early-career labor market effects of the Common Core," Economics of Education Review, Elsevier, vol. 110(C).
    10. Shipeng Yan & Wei Jiang & Yue Xu, 2026. "Global investors, hidden suppliers: how institutions shape the impact of stock market liberalization programs on corporate responsibility," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 57(2), pages 197-219, March.
    11. Brehm, Johannes & Pestel, Nico & Schaffner, Sandra & Schmitz, Laura, 2025. "From Low Emission Zone to academic track: Environmental policy effects on educational achievement in elementary school," Journal of Environmental Economics and Management, Elsevier, vol. 132(C).
    12. Yan, Wenying & Chen, Yusheng & Wang, Yanmei, 2025. "Efficiency improvement effect of clean energy transformation —A quasi-natural experiment based on China's clean heating policy," Energy, Elsevier, vol. 334(C).
    13. Coraggio, Luca & Pagano, Marco & Scognamiglio, Annalisa & Tåg, Joacim, 2025. "JAQ of all trades: Job mismatch, firm productivity and managerial quality," Journal of Financial Economics, Elsevier, vol. 164(C).
    14. Burton, Anne M. & Churchill, Brandyn F., 2025. "Supply-side opioid restrictions and the retail pharmacy market," Journal of Health Economics, Elsevier, vol. 104(C).
    15. Martin Huber & Sarina Joy Oberhansli, 2026. "Difference-in-differences for mediation analysis using double machine learning," Papers 2602.23877, arXiv.org.
    16. Amarasinghe, Ashani & Raschky, Paul A. & Zenou, Yves & Zhou, Junjie, 2026. "How natural disasters spread conflict," European Economic Review, Elsevier, vol. 181(C).
    17. Prem, Mounu & Purroy, Miguel E. & Vargas, Juan F., 2025. "Landmines: The local effects of demining," Journal of Public Economics, Elsevier, vol. 247(C).
    18. Li, Pei & Liu, Kaihao & Lu, Yi & Peng, Lu, 2025. "Organizing regulatory structure and local air quality: Evidence from the environmental vertical management reform in China," Journal of Comparative Economics, Elsevier, vol. 53(1), pages 139-164.
    19. Shibashish Mukherjee & Sorin M.S. Krammer, 2024. "When the going gets tough : Board gender diversity in the wake of a major crisis," Post-Print hal-04522722, HAL.
    20. Han Hu & Shihui Yang & Lin Zeng & Xuesi Zhang, 2024. "U.S.–China trade conflicts and R&D investment: evidence from the BIS entity lists," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:pacfin:v:94:y:2025:i:c:s0927538x2500246x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/pacfin .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.