Related Experiment Video
Updated: Jul 16, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Worker preferences, sorting and aggregate patterns of health insurance coverage
Richard A Hirth1, Reagan A Baughman, Michael E Chernew
1Department of Health Management and Policy, School of Public Health, University of Michigan, 109 S. Observatory, Ann Arbor, MI, 48109-2029, USA. rhirth@umich.edu
Abstract:
To assess the performance of the employment-based health insurance system, it is necessary to understand how well workers sort into jobs that offer their desired mix of cash wages relative to benefits. However, few studies directly measure the extent of sorting. We quantify the prevalence of mismatches between workers' preferences and firms' insurance offerings by considering two types of mismatch: (1) workers who appear to desire coverage through their employer, but work for firms that do not offer coverage, and; (2) workers who appear not to desire coverage through their employer, but work for firms that offer coverage. Most workers (79.6%) enjoy labor market matches that appear consistent with their preferences. The remaining 20.4% of workers appear to be mismatched. For most of these mismatches, the primary consequence is lower wages than would be earned if individuals were better matched in the labor market. However, a minority of the identified mismatches appear to be "involuntarily uninsured" workers who would gain insurance if they were to find a better match. Extrapolating from the analysis sample, these involuntarily uninsured workers and their uninsured dependents may represent up to one in six uninsured individuals in the United States.
Related Concept Videos
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Introduction To Health Care Delivery System
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
Standards of Care II
Healthcare Agencies II
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources, and lay...
Standards of Care I
