Related Experiment Video
Updated: Mar 23, 2026

Improving IV Insulin Administration in a Community Hospital
Published on: June 11, 2012
Cost Variation in Diabetes Care across Dutch Care Groups?
Sigrid M Mohnen1, Claudia C Molema1, Wouter Steenbeek2
1National Institute for Public Health and the Environment (RIVM), Centre for Nutrition, Prevention, and Health Services, Bilthoven, the Netherlands.
Objective:
The introduction of bundled payment for diabetes care in the Netherlands led to the origination of care groups. This study explored to what extent variation in health care costs per patient can be attributed to the performance of care groups. Furthermore, the commonly applied simple mean aggregation was compared with the more advanced generalized linear mixed model (GLMM) to benchmark health care costs per patient between care groups.
Data Source:
Dutch 2009 nationwide insurance claims data of diabetes type 2 patients (104,544 patients, 50 care groups).
Study Design:
Both a simple mean aggregation and a GLMM approach was applied to rank care groups, using two different health care costs variables: total treatment health care costs and diabetes-specific specialist care costs per diabetes patient.
Principal Findings:
Care groups varied slightly in the first and mainly in the second indicator. Care group variation was not explained by composition. Although the ranking methods were correlated, some care groups' rank positions differed, with consequences on the top-10 and the low-10 positions.
Conclusions:
Differences between care groups exist when an appropriate indicator and a sophisticated aggregation technique is used. Currently applied benchmarking may have unfair consequences for some care groups.
Related Concept Videos
Variability: Analysis
The range is a simple measure of variability, indicating the difference between the highest and...
Traditional Level Of Health Care System
The preventive healthcare service includes tests for screening. Preventive health care services include identifying and reducing disease risk...
Diabetes: Management and Pharmacotherapy
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
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...
Diabetes: Symptoms, Diagnosis, and Complications
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
