Paper: arXiv 2504.17468
Authors: Ka Chun Cheung, Sheung Chi Phillip Yam, Fei Lung Yuen, Yiying Zhang
Abstract
In this article, we employ a principal-agent model to analyze optimal contract design in a monopolistic reinsurance market under adverse selection with a continuum of insurer types. Instead of using the classical expected utility framework, we model each insurer’s risk preference through their VaR at their chosen risk tolerance level. Under informational asymmetry, the reinsurer (principal) seeks to maximize expected profit by offering an optimal menu of reinsurance contracts to a continuum of insurers (agents) with hidden characteristics. To avoid the complexity of the traditional duality approach, which yields indirect multivariate utility functions, we introduce a change of variables that reduces the problem to a univariate one. We show that the optimal indirect utility for both stop-loss and quota-share reinsurance is in stop-loss form, implying that the reinsurer will classify agents into two risk groups-high and low-even in the continuum setting. Utilizing this new class of indirect utility functions, we fully solve the problem for three common reinsurance structures: stop-loss, quota-share, and change-loss. Numerical examples are also provided for illustrating the main findings.
Complexity vs Empirical Score
- Math Complexity: 8.5/10
- Empirical Rigor: 2.0/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: This paper presents a highly rigorous mathematical analysis of contract design under adverse selection with VaR risk measures and a continuum of agent types. While it introduces an innovative change-of-variables technique to solve a complex optimization problem, it is entirely theoretical with minimal empirical validation beyond illustrative numerical examples.
Research Flowchart
flowchart TD
A[Goal: Optimal Reinsurance Contract Design under Adverse Selection & VaR Risk Preferences] --> B[Input: Principal-Agent Model with a Continuum of Insurer Types & Hidden Characteristics]
B --> C[Methodology: Introduce Change of Variables to Reduce Multivariate Duality to Univariate Problem]
C --> D[Computational Analysis: Solve Incentive Compatibility for Stop-Loss, Quota-Share, & Change-Loss Structures]
D --> E[Key Outcome: Optimal Indirect Utility Takes a Stop-Loss Form]
E --> F[Main Finding: Reinsurer Segregates Continuum of Insurers into Two Discrete Groups: High & Low Risk]
Cited References (75)
- Moral hazard, adverse selection, and health expenditures: A semiparametric analysis (2014)
- Screening and adverse selection in frictional markets (2019)
- Adverse selection in competitive search equilibrium (2010)
- Robustness and separation in multidimensional screening (2017)
- Multidimensional screening in a monopolistic insurance market (2014)
- Optimal insurance design under rank-dependent expected utility (2015)
- Moral hazard in dynamic risk management (2017)
- Dynamic programming approach to principal–agent problems (2018)
and 67 more
- Optimal fund menus (2022) — link
- Contract theory in continuous-time models (2012)
- Risk-adjusted Bowley reinsurance under distorted probabilities (2019)
- Marginal indemnification function formulation for optimal reinsurance (2016)
- Optimal insurance under rank-dependent utility and incentive compatibility (2019)
- Optimal insurance with background risk: An analysis of general dependence structures (2020)
- Optimal insurance under maxmin expected utility (2023) — link
- Robust and P areto optimality of insurance contracts (2017) — link
- Analysis of a dynamic adverse selection model with asymptotic efficiency (2012) — link
- Optimal reinsurance with regulatory initial capital and default risk (2014)
- Optimal reinsurance: a contemporary perspective (2012)
- Optimal Insurance in a Monopoly: Dual Utilities with Hidden Risk Attitudes (2025) — link
- Optimal insurance with information asymmetry: Nonlinear and linear pricing (2026) — link
- Signaling quality with return insurance: Theory and empirical evidence (2022)
- On signalling and screening in markets with asymmetric information (2018)
- Asymmetric information, signaling, and optimal corporate financial decisions (1981)
- Moral hazard in reinsurance markets (2005)
- Robust reinsurance and investment strategies under principal–agent framework (2024)
- Optimal excess-of-loss reinsurance contract with ambiguity aversion in the principal-agent model (2020)
- Disentangling moral hazard and adverse selection in private health insurance (2021)
- Adverse selection and regulation in health insurance markets (1996)
- Adverse selection in insurance markets: Policyholder evidence from the UK annuity market (2004)
- Multiple dimensions of private information: Evidence from the long-term care insurance market (2006) — link
- Testing for adverse selection in insurance markets (2010)
- Risk Classification in Insurance Markets with Risk and Preference Heterogeneity (2023)
- OPTIMAL REINSURANCE DESIGN WITH DISTORTION RISK MEASURES AND ASYMMETRIC INFORMATION (2021)
- Optimal retention for a stop-loss reinsurance with incomplete information (2015)
- Optimal insurance with belief heterogeneity and incentive compatibility (2020)
- The role of a representative reinsurer in optimal reinsurance (2016)
- Optimal reinsurance with general risk measures (2009)
- Optimal reinsurance under mean-variance premium principles (2001)
- Premium calculation by transforming the layer premium density (1996) — link
- Optimal insurance under Wang’s premium principle (1999)
- The optimal reinsurance treaty (1969)
- Uncertainty and the Welfare Economics of Medical Care (1963)
- An attempt to determine the optimum amount of stop loss reinsurance (1960)
- Revisiting the optimal insurance design under adverse selection: Distortion risk measures and tail-risk overestimation (2022)
- The dual theory of choice under risk (1987)
- Optimal insurance: Dual utility, random losses, and adverse selection (2023)
- Optimal retention for a stop-loss reinsurance under the VaR and CTE risk measures (2007)
- Optimal reinsurance under VaR and CTE risk measures (2008)
- Reinsurance for catastrophes and cataclysms (1999)
- Equilibrium in competitive insurance markets: An essay on the economics of imperfect information (1976)
- Monopoly, non-linear pricing and imperfect information: the insurance market (1977)
- Optimal insurance with adverse selection (2012) — link
- Participation constraints in adverse selection models (2000) — link
- Multidimensional screening in insurance markets with adverse selection (2011) — link
- A general model of insurance under adverse selection (1999)
- Rearrangement inequalities in non-convex insurance models (2005)
- Adverse selection in insurance markets (2001)
- An exploration in the theory of optimum income taxation (1971)
- Monopoly and product quality (1978)
- A complete solution to a class of principal-agent probems with an application to the control of a self-managed firm (1984)
- Nonlinear Pricing (1993)
- Multiproduct nonlinear pricing (1996)
- Ironing, sweeping, and multidimensional screening (1998)
- Reinsurance contract design with adverse selection (2019)
- Concave distortion risk minimizing reinsurance design under adverse selection (2020)
- Optimal reinsurance revisited–a geometric approach (2010)
- Are quantile risk measures suitable for risk-transfer decisions? (2012)
- VaR and CTE criteria for optimal quota-share and stop-loss reinsurance (2009)
- Optimal derivatives design for mean–variance agents under adverse selection (2007)
- Risk minimization and optimal derivative design in a principal agent game (2008)
- The Theory of Incentives: the Principal-Agent Model (2009)
- An Introduction to the Economics of Information: Incentives and Contracts (2001)
- Measure Theory (2013)
- Stochastic Finance: An Introduction in Discrete Time (2011)
0 of 75 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.