Related Experiment Video
Updated: Feb 19, 2026

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Use of High- and Low-Value Care Among Traditional Medicare Beneficiaries With and Without Medigap
Sungchul Park1, A Mark Fendrick2,3,4
1Department of Health Policy and Management, College of Health Science, Korea University, Seoul, South Korea.
Objectives:
To quantify the additional health care spending associated with Medigap coverage among traditional Medicare (TM) beneficiaries and assess whether this spending is disproportionately allocated to high-value versus low-value services.
Study Setting And Design:
We conducted a repeated cross-sectional study.
Data Sources And Analytical Sample:
We analyzed TM beneficiaries with and without Medigap from the 2013-2021 Medical Expenditure Panel Survey. Inverse probability of treatment weighting (IPTW) was applied to balance observed covariates between TM beneficiaries with and without Medigap.
Principal Findings:
Our sample comprised 16,619 TM beneficiaries with and without Medigap. After applying IPTW, TM beneficiaries with and without Medigap were well balanced across observed covariates. TM beneficiaries with Medigap had $1062 (346-1779) higher annual Medicare spending than TM beneficiaries without Medigap. Higher spending among Medigap enrollees was primarily driven by outpatient visits ($453 [148-758]) and prescription drugs ($572 [223-921]). However, Medigap coverage was not consistently associated with greater use of either high-value or low-value services. Among high-value services, TM beneficiaries with Medigap had higher utilization of age-appropriate colorectal cancer screening (1.4 [0.7-2.0] percentage points) and influenza vaccination (1.5 [0.3-2.6]), but lower use of HbA1c measurement (-2.8 [-4.7, -1.0]). Among low-value services, TM beneficiaries with Medigap had greater use of prostate cancer screening (6.4 [0.5-12.2]) and nonsteroidal anti-inflammatory drug use for hypertension, heart failure, or kidney disease (3.2 [2.1-4.4]), but lower use of age-appropriate colorectal cancer screening (-4.2 [-5.1, -3.3]) and opioid prescriptions for back pain (-6.2 [-8.3, -4.2]). No significant differences were observed in the remaining services.
Conclusions:
Medigap coverage is associated with higher health care spending among TM beneficiaries, but does not consistently promote high- or low-value care. These findings highlight the need for policy reforms that provide incentives to supplemental insurance plans to encourage evidence-based service use and discourage spending on unnecessary care.
Related Concept Videos
Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities
Methods Of Healthcare Delivery System
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Traditional Level Of Health Care System
The preventive healthcare service includes tests for screening. Preventive health care services include identifying and reducing disease risk...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
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...