Related Experiment Video
Updated: Jul 20, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
How profitable is risk selection? A comparison of four risk adjustment models
1Department of Health Services, Boston University School of Public Health, USA.
Risk-adjustment models aim to balance payments with expected healthcare costs. However, health plans can still profit significantly by strategically selecting lower-cost enrollees, especially with private information.
Area of Science:
- Health economics
- Healthcare policy
- Insurance markets
Background:
- Capitation payments in healthcare can incentivize health plans to select enrollees based on expected costs, potentially undermining equitable access.
- Risk-adjustment models are designed to mitigate this selection bias by aligning payments with patient expenditure.
- The effectiveness of current risk-adjustment models in preventing profitable risk selection remains a critical question in healthcare policy.
Purpose of the Study:
- To quantify the maximum potential profit health plans could achieve through enrollment selection.
- To evaluate the impact of different risk-adjustment models on potential selection profits.
- To assess the role of private information in enabling profitable risk selection.
Main Methods:
- Simulations were conducted using a privately insured sample dataset.
- Four common risk-adjustment models were analyzed.
- The study modeled hypothetical gains from selecting low-cost enrollees based on private information.
Main Results:
- Risk selection profits were found to be substantial even with risk-adjustment models in place.
- The magnitude of potential profits varied significantly across the analyzed risk-adjustment models.
- The availability and type of private information influenced the profitability of risk selection.
Conclusions:
- Current risk-adjustment models may not fully eliminate the potential for profitable risk selection by health plans.
- Health plans may still exploit information advantages to gain profits through selective enrollment.
- Further refinements to risk-adjustment models and oversight are likely needed to ensure equitable insurance markets.
Related Concept Videos
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast, controlled...
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Relative Risk
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Comparing the Survival Analysis of Two or More Groups
Hazard Rate

