Provider behavior from FFS to DRGs payment: experimental evidence from real physicians

BACKGROUND: Controlling the escalation of healthcare costs is a critical issue in China, which has led to a shift in the health insurance payment system from Fee-for-Service (FFS) to Diagnosis-Related Groups (DRGs). While DRGs contribute to cost containment, they also introduce moral hazards such as upcoding and undertreatment, which threaten the sustainability of insurance funds and public health. METHODS: This study conducted a lab-in-the-field experiment with real physicians to simulate the operation of FFS and DRGs payments, incorporating the uncertainty of medical outcomes. RESULTS: The results indicate that DRGs reduce overtreatment but increase the risks of upcoding and undertreatment, particularly under conditions of uncertainty, leading to greater losses for insurance funds. Most physicians demonstrated a strong altruistic inclination, prioritizing case severity over fairness and efficiency. However, the conflict between financial incentives and professional ethics creates a dilemma where adherence to medical norms may compromise patient welfare under the DRGs system. CONCLUSIONS: This research underscores the necessity of regulatory interventions to address these moral hazards, thereby safeguarding our healthcare system and public health.

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Publication Details

Journal
Health Economics Review
Published
2026-05-01
DOI
https://doi.org/10.1186/s13561-026-00769-1
Primary Topic
Healthcare Systems and Reforms
Type
article
Field-Weighted Citation Impact
0.00

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article

Provider behavior from FFS to DRGs payment: experimental evidence from real physicians

罗俊, Yefeng Chen, Ying Liu, Weizheng Zhao
Health Economics Review
Healthcare Systems and Reforms
article

Provider behavior from FFS to DRGs payment: experimental evidence from real physicians

罗俊, Yefeng Chen, Ying Liu, Weizheng Zhao
article en

Abstract

BACKGROUND: Controlling the escalation of healthcare costs is a critical issue in China, which has led to a shift in the health insurance payment system from Fee-for-Service (FFS) to Diagnosis-Related Groups (DRGs). While DRGs contribute to cost containment, they also introduce moral hazards such as upcoding and undertreatment, which threaten the sustainability of insurance funds and public health. METHODS: This study conducted a lab-in-the-field experiment with real physicians to simulate the operation of FFS and DRGs payments, incorporating the uncertainty of medical outcomes. RESULTS: The results indicate that DRGs reduce overtreatment but increase the risks of upcoding and undertreatment, particularly under conditions of uncertainty, leading to greater losses for insurance funds. Most physicians demonstrated a strong altruistic inclination, prioritizing case severity over fairness and efficiency. However, the conflict between financial incentives and professional ethics creates a dilemma where adherence to medical norms may compromise patient welfare under the DRGs system. CONCLUSIONS: This research underscores the necessity of regulatory interventions to address these moral hazards, thereby safeguarding our healthcare system and public health.

Health Economics Review
Zhejiang Chinese Medical University (CN), Zhejiang University of Science and Technology (CN), Zhejiang University of Finance and Economics (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 8%
Healthcare Systems and Reforms
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Provider behavior from FFS to DRGs payment: experimental evidence from real physicians — 罗俊, Yefeng Chen, et al. · Health Economics Review (2026) | TGRS Research Map | TGRS