Zhao Hongkun, Liu Qingrui, Chen Zhuo
School of Economics, Liaoning University, Shenyang, China.
School of Economics and Management, Inner Mongolia Normal University, Hohhot, China.
Digit Health. 2025 Jun 9;11:20552076251349622. doi: 10.1177/20552076251349622. eCollection 2025 Jan-Dec.
As the digital wave reshapes the future of cities, smart city construction (SCC) is emerging as a key driver for improving public health and bridging social gaps through its inclusive potential. This research aims to investigate the impact of SCC on the health of middle-aged and older disabilities individuals, focusing on its dynamic trends, underlying mechanisms, unequal selection effects, and overall welfare.
Based on data from the China Health and Retirement Longitudinal Study, this paper estimates the impact of SCC on the health of middle-aged and older disabilities using the double machine learning method with the random forest algorithm, and examines the dynamic trend of the health effects using event study method.
The results indicate that SCC significantly enhances the health of middle-aged and older disabilities, without resulting in a concomitant increase in healthcare expenditure. In the long term, the positive health effect increases year by year. Mechanism analysis reveals that SCC promotes health improvements through two key channels: enhanced accessibility of living infrastructure, including access to running water and internet, and increased household annual income. Heterogeneity analysis reveals that there are unequal selection effects in impact, the health-enhancing effects of SCC on middle-aged and older disabilities are more pronounced among non-retired individuals and those with a more extensive household composition. Finally, welfare analysis shows that SCC reduced their healthcare expenditures and improved labor market performance, with a conservatively estimated welfare benefit of US$3448.65.
By unraveling the underlying mechanisms and inequality selection effects, this study provides a comprehensive analysis of the potential for digital inclusion to inform scientific understanding and guide policy aimed at promoting health equity and improving the well-being of disadvantaged populations.
随着数字浪潮重塑城市未来,智慧城市建设正成为通过其包容性潜力改善公众健康和弥合社会差距的关键驱动力。本研究旨在调查智慧城市建设对中老年残疾人士健康的影响,重点关注其动态趋势、潜在机制、不平等选择效应和总体福利。
基于中国健康与养老追踪调查的数据,本文采用随机森林算法的双重机器学习方法估计智慧城市建设对中老年残疾人士健康的影响,并使用事件研究法考察健康效应的动态趋势。
结果表明,智慧城市建设显著提高了中老年残疾人士的健康水平,且未导致医疗支出相应增加。从长期来看,积极的健康效应逐年增加。机制分析表明,智慧城市建设通过两个关键渠道促进健康改善:提高生活基础设施的可及性,包括自来水和互联网接入,以及增加家庭年收入。异质性分析表明,影响存在不平等选择效应,智慧城市建设对中老年残疾人士的健康促进效应在未退休个体和家庭构成更广泛的个体中更为明显。最后,福利分析表明,智慧城市建设降低了他们的医疗支出,改善了劳动力市场表现,保守估计福利收益为3448.65美元。
通过揭示潜在机制和不平等选择效应,本研究全面分析了数字包容的潜力,为科学理解和指导旨在促进健康公平和改善弱势群体福祉的政策提供了依据。