School of Public Health, Capital Medical University, Beijing, China.
Research Center for Capital Health Management and Policy, Beijing, China.
Front Public Health. 2022 Sep 15;10:982330. doi: 10.3389/fpubh.2022.982330. eCollection 2022.
Beijing is a city with high concentration and congestion of quality medical resources in China. While moderate slack seems to be beneficial to the improvement of medical quality. The actual relationship between hospital slack resources and their performance deserves further exploration. The study aims to analyze the slack resources of public hospitals in Beijing and investigate the relationship between slack and hospital financial performance. Finding a reasonable range of slack to optimize resource allocation.
The panel data of 22 public hospitals in Beijing from 2005 to 2011 were selected as the sample, and the DEA model was applied to measure the main variable using DEAP 2.1. Descriptive statistical analysis was performed using Excel and STATA 15. Pearson correlation coefficient analysis and variance inflation factor test were performed for each variable to avoid multicollinearity. The HAUSMAN test was used to determine the appropriate panel regression model, and then to analyze the influence relationship between the variables.
From 2005 to 2011, hospital slack resource transitioned from high to low. The slack measured by the DEA model has an inverted U-shaped relationship with financial performance, with ROA increasing from 4.088 to 8.083 when slack increases from 0 to about 0.378, and then showing a decreasing trend; slack measured by financial indicators has a transposed S-shaped relationship with financial performance, with ROA increasing when slack increase from 3.772 to 5.933.
The slack resources of Beijing public hospitals decreased year by year from 2005 to 2011. Moderate slack resources are conducive to the improvement of healthcare quality, but when slack resources increase to a certain level, it will have a negative impact on healthcare quality. Therefore, hospital managers should control the slack within a moderate range according to the hospital operation policy and development plan to obtain the best performance.
北京是中国优质医疗资源高度集中和拥堵的城市。适度的松弛似乎有利于提高医疗质量。医院松弛资源与其绩效之间的实际关系值得进一步探讨。本研究旨在分析北京市公立医院的松弛资源,并探讨松弛与医院财务绩效之间的关系。找到合理的松弛范围以优化资源配置。
选取 2005 年至 2011 年北京市 22 家公立医院的面板数据作为样本,采用 DEAP2.1 软件应用数据包络分析(DEA)模型对主要变量进行测量。使用 Excel 和 STATA15 进行描述性统计分析。对每个变量进行 Pearson 相关系数分析和方差膨胀因子检验,以避免多重共线性。采用豪斯曼检验确定适当的面板回归模型,然后分析变量之间的影响关系。
2005 年至 2011 年,医院松弛资源由高到低转变。DEA 模型测量的松弛与财务绩效呈倒 U 型关系,当松弛从 0 增加到约 0.378 时,ROA 从 4.088 增加到 8.083,然后呈下降趋势;财务指标测量的松弛与财务绩效呈反 S 型关系,当松弛从 3.772 增加到 5.933 时,ROA 增加。
2005 年至 2011 年,北京市公立医院松弛资源逐年减少。适度的松弛资源有利于提高医疗质量,但当松弛资源增加到一定水平时,会对医疗质量产生负面影响。因此,医院管理者应根据医院运营政策和发展计划,将松弛控制在适度范围内,以获得最佳绩效。