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Bi-level optimization of security investment and insurance pricing

Zhang, Z., Chronopoulos, M. ORCID: 0000-0002-3858-2021 & Kyriakou, I. ORCID: 0000-0001-9592-596X (2026). Bi-level optimization of security investment and insurance pricing. Annals of Actuarial Science, doi: 10.1017/s1748499526100311

Abstract

We develop a decision-support framework for cyber risk mitigation policies from the perspective of an organization with limited resources for security controls, upgrades, and cyber insurance. To balance the conflicting optimization objectives of the organization and the insurer, we propose a bi-level model that endogenously derives optimal strategies for both parties, accounting for key uncertainties underlying a cyber attack. We find that cyber insurance coverage increases with premium size, though this depends on the effectiveness of system upgrades. Notably, the latter has an ambiguous impact on the equilibrium budget allocation strategy and insurance contract design, such that a more effective upgrade need not attract a commensurately larger budget allocation. We further show that information asymmetry regarding the insurer’s risk aversion can lead the defender to a suboptimal budget allocation, resulting in higher realized losses relative to the symmetric-information benchmark.

Publication Type: Article
Additional Information: © The Author(s), 2026. Published by Cambridge University Press on behalf of The Institute and Faculty of Actuaries. This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Publisher Keywords: Bi-level optimization; cyber security; insurance
Subjects: H Social Sciences > HG Finance
Departments: Bayes Business School
Bayes Business School > Faculty of Actuarial Science & Insurance
SWORD Depositor:
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