Paper: arXiv 2411.19436
Authors: Qiqi Li, Wei Wang, Yiying Zhang
Abstract
In economic analysis, rational decision-makers often take actions to reduce their risk exposure. These actions include purchasing market insurance and implementing prevention measures to modify the shape of the loss distribution. Under the assumption that the insureds’ actions are fully observed by the insurer, this paper investigates the interaction between self-protection and insurance demand when insurance premiums are determined by convex premium principles within the framework of distortion risk measures. Specifically, the insured selects an optimal proportional insurance share and prevention effort to minimize the risk measure of their end-of-period exposure. We explicitly characterize the optimal combination of prevention effort and insurance demand in a self-protection model when the insured adopts tail value-at-risk or a subclass with strictly concave distortion functions. Additionally, we conduct comparative static analyses to illustrate our main findings under various premium structures, risk aversion levels, and loss distributions. Our results indicate that market insurance and self-protection are complementary, supporting classical insights from the literature regarding corner insurance policies (i.e., null and full insurance) in the absence of ex ante moral hazard. Finally, we consider the effects of moral hazard on the interaction between self-protection and insurance demand. Our findings show that ex ante moral hazard shifts the complementary effect into substitution effect.
Complexity vs Empirical Score
- Math Complexity: 8.0/10
- Empirical Rigor: 2.0/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: The paper presents a rigorous theoretical exploration of self-protection and optimal insurance demand using distortion risk measures and convex premium principles. It is heavily mathematical with formal derivations and proofs, but lacks empirical backtesting or real-world dataset validation, relying primarily on theoretical and numerical analyses.
Research Flowchart
flowchart TD
A[Research Goal: Analyze interaction between self-protection effort & insurance demand under convex premium principles] --> B[Model Setup: Define end-of-period risk exposure using Distortion Risk Measures & TVaR]
B --> C[Optimization Process: Jointly minimize risk measure for optimal prevention effort & proportional insurance share]
C --> D{Evaluate Moral Hazard Conditions}
D -- Observable Effort No Moral Hazard --> E[Analytical Characterization: Derivation of optimal coverage & comparative statics]
D -- Unobservable Effort Ex Ante Moral Hazard --> F[Moral Hazard Analysis: Re-evaluate optimal choices under asymmetric information]
E --> G[Finding 1: Insurance and self-protection act as Complements under full observability]
F --> H[Finding 2: Ex ante moral hazard shifts interaction from Complements to Substitutes]
Cited References (76)
- Comparison of risks based on the expected proportional shortfall (2012)
- Optimal insurance contracts for a shot-noise Cox claim process and persistent insured’s actions (2023)
- An extension of Alexandrov’s theorem on second derivatives of convex functions (2011)
- A systematic review of strategies used for controlling consumer moral hazard in health systems (2022)
- The impact of prudence on optimal prevention revisited (2011)
- The dual theory of choice under risk (1987)
- Estimating the effects of wind loss mitigation on home value (2023)
- Does regulation of built-in security reduce crime? Evidence from a natural experiment (2011)
and 68 more
- The economics of self-protection: A tribute to EGRIE (2024)
- The prevention puzzle (2022)
- Prevention and precaution (2013)
- Optimal prevention for multiple risks (2017)
- Are insurance and self-insurance substitutes? An experimental approach (2020)
- The impact of prudence on optimal prevention (2005)
- Risk aversion and self-insurance-cum-protection (1998)
- Self-insurance and self-protection: a nonexpected utility analysis (1993)
- Optimal moral-hazard-free reinsurance under extended distortion premium principles — → 2304.08819
- Optimal insurance with background risk: An analysis of general dependence structures (2020)
- Optimal insurance design under narrow framing (2020)
- Optimal insurance under maxmin expected utility (2023)
- Uncertainty and the welfare economics of medical care (1963)
- An Attempt to Determine the Optimum Amount of Stop Loss Reinsurance (1960)
- On convex principles of premium calculation (1985)
- Moral hazard and state-dependent utility function (1982)
- Optimal reinsurance under convex principles of premium calculation (2005)
- Self-insurance, self-protection and market insurance within the dual theory of choice (2001)
- Remarks on quantiles and distortion risk measures (2012)
- Moral hazard in loss reduction and state-dependent utility (2024)
- Optimal insurance contracts under moral hazard (2013)
- Moral hazard and health insurance when treatment is preventive (2012)
- Should more risk-averse agents exert more effort? (1999)
- Ambiguity aversion and the propensities for self-insurance and self-protection (2011)
- Market insurance, self-insurance, and self-protection (1972)
- Prevention efforts, insurance demand and price incentives under coherent risk measures (2020)
- Optimal reinsurance with general premium principles (2013)
- Stochastic Finance: An Introduction in Discrete Time (2011)
- Risk-adjusted Bowley reinsurance under distorted probabilities (2019)
- Optimal reinsurance minimizing the distortion risk measure under general reinsurance premium principles (2013)
- Short Communication: Optimal Insurance to Maximize Exponential Utility When Premium Is Computed by a Convex Functional (2024)
- Bowley-optimal convex-loaded premium principles (2025)
- Bowley-optimal convex premium principles under exponential utility (2023)
- Stochastic orders (2007)
- On optimal reinsurance policy with distortion risk measures and premiums (2015)
- Optimal retention for a stop-loss reinsurance under the VaR and CTE risk measures (2007)
- Optimal reinsurance under VaR and CTE risk measures (2008)
- Axiomatic characterization of insurance prices (1997)
- Marginal indemnification function formulation for optimal reinsurance (2016)
- Equilibrium in natural catastrophe insurance market under disaster-resistant technologies, financial innovations and government interventions (2020)
- Uncertainty of governmental relief and the crowding out of flood insurance (2013)
- Optimal loss mitigation and contract design (2003)
- Incentives and government relief for risk (1991)
- Should the government provide insurance for catastrophes (2006)
- Charity hazard—A real hazard to natural disaster insurance? (2007)
- Neglecting disaster: Why don’t people insure against large losses? (2004)
- An experimental study of charity hazard: The effect of risky and ambiguous government compensation on flood insurance demand (2021)
- Optimal reinsurance under risk and uncertainty (2015)
- Optimal reinsurance under VaR and CVaR risk measures: a simplified approach (2011)
- Optimal reinsurance from the perspectives of both an insurer and a reinsurer (2016)
- A unifying approach to risk-measure-based optimal reinsurance problems with practical constraints (2017)
- Optimal insurance with mean-deviation measures — → 2312.01813
- Multi-constrained optimal reinsurance model from the duality perspectives (2023)
- Budget-constrained optimal reinsurance design under coherent risk measures (2019)
- The demand for flood insurance: empirical evidence (2000)
- Optimal stopping under probability distortion (2013)
- Characterizations of optimal reinsurance treaties: a cost-benefit approach (2017)
- Advances in prospect theory: Cumulative representation of uncertainty (1992)
- Optimal insurance design under rank-dependent expected utility (2015)
- Pricing in reinsurance bargaining with comonotonic additive utility functions (2016)
- Distorted optimal transport (2023) — link
- Optimal insurance under rank-dependent utility and incentive compatibility (2019)
- Optimal insurance under rank-dependent expected utility (2019)
- Prospect Theory: For Risk and Ambiguity (2010)
- Robustness and sensitivity analysis of risk measurement procedures (2010)
- A continuous-time model of self-protection (2023)
- Risk mitigation services in cyber insurance: optimal contract design and price structure (2023)
- Empirical estimation of risk measures and related quantities (2003)
2 of 76 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.