ArticleFrontiers in public health2024
Evaluation of healthcare efficiency in China: a three-stage data envelopment analysis of directional slacks-based measure.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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14 citing papers in PubMed.
- Operational efficiency in public infectious disease hospitals across 31 provinces in China: a three-phase data envelopment analysis.BMJ open · 2026Article
- The impact of digital economy on primary healthcare institution efficiency: evidence from China based on spatial effect analysis.BMC primary care · 2026Article
- The impact of national comprehensive medical reform on healthcare quality: evidence from China.Frontiers in public health · 2026Article
- Efficiency assessment and demand forecasting in China's primary healthcare system: a comprehensive SBM-DDF-GML analysis.Frontiers in public health · 2026Article
- Threat or strength? Study on the difference of the degree of aging on the efficiency of medical resources utilization in China.Frontiers in public health · 2026Article
- Total factor productivity growth and spatial-temporal evolution of China's health system: a three-stage DEA-Malmquist approach.Frontiers in public health · 2026Article
- Study on the efficiency of health resource allocation in the western region of China-based on three-stage DEA and Tobit regression analysis.BMC health services research · 2025Article
- An analysis of operational efficiency and its influencing factors in traditional Chinese medicine hospitals in Shaanxi Province, China.Frontiers in public health · 2025Article
- Analysis of temporal and spatial changes in the global burden of hypertensive heart disease based on data from the Global Burden of Disease study database and future projections: 1990-2046.Frontiers in cardiovascular medicine · 2025Article
- Efficiency and equity of resource allocation in healthcare services using DEA and concentration indices: evidence from the traditional medicine hospital in Gansu Province, China.Frontiers in public health · 2025Article
- Efficiency analysis of primary health care resources: DEA and Tobit regression evidence from village clinics in Jiangsu Province.Frontiers in public health · 2025Article
- Evaluating the operational efficiency of the compact urban medical group in Qiqihar based on the three-stage DEA and Malmquist index model.Frontiers in public health · 2025Article
- Resource allocation efficiency in 68 county-level traditional Chinese medicine hospitals in China: a data envelopment analysis.BMJ open · 2024Article
- Health resource allocation within the close-knit medical consortium after the Luohu healthcare reform in China: efficiency, productivity, and influencing factors.Frontiers in public health · 2024Article
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Abstract
Background: A consensus on the changing pattern of healthcare efficiency in China is current absent. This study tried to identify temporal fluctuations in healthcare efficiency from 2012 to 2021, and conducted a comparative analysis on the performance of 31 regions in China using region-level balanced panel data. Methods: Employing three-stage data envelopment analysis (DEA) as the analytical framework, we measured healthcare efficiency and its changes using the directional slacks-based measure and global Malmquist-luenberger (GML) indexes. We also decomposed the sources of healthcare inefficiency and extended our analysis to changes in healthcare efficiency across different primary medical service levels and regional economic development tiers. Results: The average efficiency score of medical institutions (0.956) was slightly higher than that of hospitals (0.930). We found that the average GML indexes of medical institutions in China stood at 0.990, while the average technical change (TC) index was 0.995 and the average efficiency change (EC) index was 0.998 from 2012 to 2021. The GML indexes, TC indexes, and EC indexes of hospitals were 1.002, 1.009, and 0.994, respectively. The healthcare inefficiency for both inputs and desirable outputs in medical institutions was primarily attributed to the redundant numbers of institutions, outpatient visits slacks and inpatient surgery volume slacks, accounting for 50.040, 49.644, and 28.877%, respectively. The undesirable output inefficiency values of medical institutions concerning in-hospital mortality stood at 0.012, while the figure for hospital regarding the average length of stay (LOS) was 0.002. Additionally, healthcare efficiency in both medical institutions and hospitals exhibited an upward trend from 2012 to 2021, corresponding to an increase in the volume of primary medical services, primary medical staff, and the total gross domestic product (GDP). Conclusion: Total factor productivity (TFP) of medical services declined in China from 2012 to 2021. The excessive number of medical institutions and the slack of medical service volumes were the main sources of healthcare inefficiency. Regions prioritizing primary medical services and boasting higher GDP levels exhibited superior healthcare efficiency. These findings are expected to inform policymakers' efforts in building a value-based and efficient health service system in China.
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