Publication Type
Journal Article
Version
publishedVersion
Publication Date
2-2025
Abstract
We study the question of how insurance companies manage reserves. Specifically, we investigate how managerial incentives affect insurers’ reserving practice across lines of business (LOBs) and accident years (AYs). Because the tax discount factor the tax authority assigns varies across LOBs and AYs, insurers with stronger tax-saving incentives will be inclined to manage reserves across both LOBs and AYs. In contrast, since the Risk Based Capital (RBC) regime specifies different industry worst-case factors across LOBs, insurers with stronger incentives to increase their RBC ratio will be inclined to manage reserves across LOBs. Regarding income-smoothing incentives, only the overall level (and not the composition) of reserves is of consequence. Thus, we predict that there will be no similar systematic patterns in reserve manipulation by insurers based on income-smoothing incentives. Using a Firm-LOB-Year sample, we find that both tax incentives and RBC incentives affect the level of reserve errors (REs) and the composition of REs. These results enable us to infer different managerial incentives from insurers’ reserving behavior.
Keywords
loss reserve, reserve error, managerial discretion, insurance
Discipline
Econometrics | Finance | Industrial Organization
Research Areas
Macroeconomics
Publication
Risk Sciences
Volume
1
First Page
1
Last Page
23
ISSN
2950-6298
Identifier
10.1016/j.risk.2025.100014
Publisher
KeAi Publishing
Citation
GOH, Jing Rong; KAMIYA, Shinichi; and LOU, Pingyi.
How do insurance companies manage reserves? Evidence from reserve errors across lines of business and accident years. (2025). Risk Sciences. 1, 1-23.
Available at: https://ink.library.smu.edu.sg/soe_research/2852
Copyright Owner and License
Authors
Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
https://doi.org/10.1016/j.risk.2025.100014