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Moral Hazard Model

A formal economic model showing how insurance, by cutting the marginal cost a policyholder faces, alters unobservable incentives around effort, precaution, or consumption.

Last reviewedDarrin Baines IP Ltd

Concept Architecture

Concept


Theoretically, Moral Hazard Model is a formal economic model describing behavioural changes that occur when individuals or organisations are insulated from the full consequences of their actions because they are protected by insurance or another risk-sharing mechanism. It represents the mathematical framework underpinning moral hazard theory by modelling the relationship between hidden actions, incentives and expected utility. The concept exists because insurers and policymakers require quantitative methods to evaluate how insurance coverage influences healthcare utilisation and behaviour.

Mathematically, the Moral Hazard Model is formulated as an expected utility maximisation problem in which an individual chooses the level of healthcare utilisation or preventive effort that maximises expected utility subject to insurance coverage and budget constraints. The recognised mathematical framework models optimal behaviour under uncertainty, comparing decisions with and without insurance.

In practice, Moral Hazard Models are estimated using econometric methods, structural models or simulation techniques applied to healthcare utilisation, insurance claims and expenditure data. They are widely used to evaluate insurance design, co-payments, deductibles and reimbursement policies within health economic analyses.

Purpose


Used to model the effects of insurance coverage on healthcare utilisation, expenditure and individual behaviour, informing insurance design and health policy.

Mathematical Formulae

Primary Formula

max U = p ? u(Y ? L ? C) + (1 ? p) ? u(Y ? P)

Supporting Formulae

Expected utility:

EU = p ? U? + (1 ? p) ? U?

Insurance budget constraint:

W = Y ? P ? C

Related Mathematical Methods

  • Expected Utility Theory
  • Principal?Agent Models
  • Information Economics
  • Optimisation
  • Structural Econometric Modelling

Example

A patient without insurance purchases �800 of healthcare annually. After comprehensive insurance reduces the out-of-pocket cost to �80, annual utilisation increases to �1,300. A Moral Hazard Model estimates how the reduction in marginal cost changes expected utility and predicts the resulting increase in healthcare demand.


Excel Implementation

FunctionExample FormulaHealth Economics Application
SUMPRODUCT=SUMPRODUCT(B2:B3,C2:C3)Calculate expected utility
IF=IF(B2>C2,D2,E2)Model behavioural decisions under alternative insurance arrangements
MAX=MAX(B2:B10)Identify the utility-maximising decision
SolverObjective: Maximise expected utilityEstimate optimal healthcare utilisation subject to constraints

VBA (Optional)

Automate repeated optimisation of expected utility across alternative insurance benefit designs and cost-sharing scenarios.


Sources

  • Arrow KJ. Uncertainty and the Welfare Economics of Medical Care. American Economic Review. 1963.
  • Pauly MV. The Economics of Moral Hazard. American Economic Review. 1968.
  • Zweifel P, Breyer F, Kifmann M. Health Economics.
  • Drummond MF, et al. Methods for the Economic Evaluation of Health Care Programmes.
  • Cutler DM, Zeckhauser RJ. The Anatomy of Health Insurance.

Library

Publications

1
  • Book

    The Economics of Health and Health Care — Folland, Goodman, Stano & Danagoulian, 9th Edition ed., 2024 (Routledge)

    The market-leading general health economics textbook, giving comprehensive coverage of health economics through core economic themes and balancing theory, empirical evidence and public policy. The ninth edition adds chapters on health disparities and pandemic economics.

Frequently Asked Questions (6)

  • What is the moral hazard model?

    A formal economic model showing how insurance, by cutting the marginal cost a policyholder faces, alters unobservable incentives around effort, precaution, or consumption.

    Source: Holmstrom 1979

  • Why does full insurance create the strongest moral hazard?

    Under full cover the policyholder pays nothing at the point of use, so the price they face for care or for risky behaviour falls to zero, and they consume up to the point where they value an extra unit at nothing. Because the true cost of that unit is positive, the gap between what is used and what would be used if the person paid in full is at its widest. Partial cover narrows the gap by restoring some of the price. Zeckhauser (1970) modelled this effect of the coverage level.

    Source: Zeckhauser 1970

  • How does the moral hazard model represent hidden action?

    The model represents hidden action by assuming the principal cannot observe the agent's effort or precaution, only an outcome that depends on that effort and on chance. Because effort is unobservable, the principal cannot contract on it directly and must instead tie the agent's reward to the observable outcome. The model then studies how the agent, bearing less than the full consequence once insured, chooses effort, and how the contract can be structured given that effort cannot be seen.

    Source: Holmstrom 1979

  • What trade-off does the moral hazard model reveal?

    The model reveals a trade-off between risk-sharing and incentives. Full insurance would protect the agent from risk but remove their incentive to take care or limit consumption, since they bear no consequence, worsening the hidden behaviour. Making the agent bear more of the outcome restores incentives but exposes them to risk they dislike. The optimal contract balances providing incentives against imposing risk, so some cost-sharing is retained, and full insurance is generally not efficient when actions are hidden.

    Source: Holmstrom 1979

  • Why is the moral hazard model important?

    The model is important because it shows rigorously why insurance and other contracts cannot fully protect against risk without dulling incentives, and why partial coverage and cost-sharing are efficient responses to hidden action. It provides the theoretical basis for the design of insurance, provider payment, and employment contracts, and it underlies much of information economics. Holmström's formalisation clarified the incentive-risk trade-off that governs any relationship in which one party's actions cannot be observed by the other.

    Source: Holmstrom 1979

  • How does the moral hazard model inform health insurance design?

    The model informs health insurance design by explaining why some cost-sharing is efficient: if patients faced no price, they would use care with little regard to its cost, so deductibles, co-payments, and coinsurance restore an incentive to weigh benefit against cost. The design balances this against the protection insurance provides, since heavier cost-sharing exposes patients to risk and may deter needed care. The model thus guides how far to share costs, framing it as an incentive-risk trade-off.

    Source: Holmstrom 1979

Trust Record

Verified by Dr Darrin Baines

British health economist

Professional identity: darrinbaines.org

Verification date: 11 Sep 2025

Content version: 1.0.0

Canonical Identity

Term code
HE-EE-ME-044

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