School of Economics, Qingdao University, Qingdao, China.
Melbourne Graduate School of Education, The University of Melbourne, Melbourne, VIC, Australia.
Front Public Health. 2024 Aug 2;12:1397560. doi: 10.3389/fpubh.2024.1397560. eCollection 2024.
The digital financial inclusion (DFI) provides opportunities to improve the relative capacity to pay for healthcare services by rural residents who are usually underserved by traditional finance in China. This paper provides empirical evidence on how the development of DFI affects the healthcare expenditure disparities between urban and rural residents.
We employed the fixed effects model and instrumental variable method to estimate the impact of DFI on the Theil index of urban-rural disparities in healthcare expenditures, using panel data from 31 provinces (2011 ~ 2020) in China. We further adopted a moderating effect model to test whether the intensity of the impact would vary depending on the level of local government health expenditures.
The results suggest a negative association between the development level of DFI and the urban-rural healthcare expenditure disparities in China. For every 1% increase in the DFI index, the Theil index of urban-rural disparities in healthcare expenditures would fall by 0.0013. After changing the measurement method for the dependent variable and adjusting the sample, the results remain robust. Moreover, the result of the moderating effect model indicates that, a high level of government health expenditures is conducive to the impact of DFI.
Our research reveals that DFI plays an important role in bridging the urban-rural gap in healthcare expenditures. This finding provides new information for addressing the issue of urban-rural healthcare inequality in China. Chinese government needs to accelerate the construction of digital infrastructure and increase the penetration rate of digital tools in rural areas to promote the beneficial effects of DFI. Additionally, it is also necessary for local government to address the unbalanced allocation of medical resources between urban and rural areas, especially the shortage of rural human resources.
数字金融包容(DFI)为改善中国农村居民相对支付医疗服务能力提供了机会,这些居民通常被传统金融服务所忽视。本文提供了实证证据,说明 DFI 的发展如何影响城乡居民医疗支出差距。
我们使用固定效应模型和工具变量方法,利用中国 31 个省份(2011-2020 年)的面板数据,估计 DFI 对医疗支出城乡差距泰尔指数的影响。我们进一步采用调节效应模型来检验地方政府卫生支出水平的高低是否会影响影响的强度。
结果表明,DFI 的发展水平与中国城乡医疗支出差距呈负相关。DFI 指数每增加 1%,医疗支出城乡差距的泰尔指数就会下降 0.0013。改变因变量的度量方法并调整样本后,结果仍然稳健。此外,调节效应模型的结果表明,高水平的政府卫生支出有利于 DFI 的影响。
我们的研究表明,DFI 在缩小城乡医疗支出差距方面发挥了重要作用。这一发现为解决中国城乡医疗不平等问题提供了新的信息。中国政府需要加快数字基础设施建设,提高数字工具在农村地区的普及率,以促进 DFI 的有益影响。此外,地方政府还需要解决城乡医疗资源配置不平衡的问题,特别是农村人力资源短缺的问题。