School of Management, Jiangsu University, Zhenjiang 212013, Jiangsu, China.
School of Management and Economics, Beijing Institute of Technology, Beijing 100081, China.
Int J Environ Res Public Health. 2019 Jun 3;16(11):1967. doi: 10.3390/ijerph16111967.
Environmental pollution, rapid economic growth, and other social factors have adverse effects on public health, which have consequently increased the burden of health expenditures during the last two decades. This paper provides a comprehensive analysis of carbon dioxide (CO) emissions and the environment index, as well as economic and non-economic factors such as Gross Domestic Product (GDP) growth, foreign direct investment, population aging, and secondary education impacts on per capita government and private health expenditures in 13 emerging economies for the time period of 1994-2017. We employ robust econometric techniques in this endeavor of panel data analysis to account for the issues of heterogeneity and cross-sectional dependence. This study applies the Lagrange Multiplier (LM) bootstrap approach to investigate the presence of panel cointegration and empirical results underscore the existence of cointegration among variables. For the execution of long-run analysis, we incorporate the two latest estimators, i.e., continuously updated-fully modified (CUP-FM) and continuously updated- bias corrected (CUP-BC). Findings of long-run elasticities have documented that the air-pollution indicators, i.e., CO emissions and the environment index, have a positive and significant influence on government health expenditures, while in contrast, both factors negatively influence private health expenditures in emerging economies. We find that economic factors such as GDP growth consistently show a positive impact on both government and private health expenditures, whereas, foreign direct investment exhibits a significant negative and positive impact on government and private health expenditures respectively. Findings of non-economic factors can be used to argue that population aging increases health expenditures while secondary education lowers private health spending in emerging markets. Furthermore, empirical analysis of heterogeneous causality indicates that CO emissions, the environment index, GDP growth, foreign direct investment, and secondary education have a unidirectional causal relationship with government and private health expenditures. Population aging has a strong relationship of bidirectional causality with government health expenditures and unidirectional causal relationship with private health expenditures. Findings of this paper put forward key suggestions for policy makers which can be used as valuable instruments for better understanding and aiming to maximize public healthcare and environmental quality gains which are highly connected with sustainable GDP growth and developments in emerging economies.
环境污染、经济快速增长和其他社会因素对公共健康产生了不利影响,这使得过去二十年中健康支出的负担增加。本文全面分析了二氧化碳(CO)排放和环境指数,以及经济和非经济因素,如国内生产总值(GDP)增长、外国直接投资、人口老龄化和中等教育对 1994-2017 年期间 13 个新兴经济体人均政府和私人卫生支出的影响。我们在面板数据分析中采用了稳健的计量经济学技术,以解决异质性和横截面相关性问题。本研究应用拉格朗日乘数(LM)自举方法来检验面板协整的存在性,实证结果强调了变量之间存在协整关系。为了进行长期分析,我们采用了两个最新的估计量,即连续更新-完全修正(CUP-FM)和连续更新-偏差修正(CUP-BC)。长期弹性的结果表明,空气污染指标,即 CO 排放和环境指数,对政府卫生支出有正向和显著的影响,而这两个因素对新兴经济体的私人卫生支出则产生负面影响。我们发现,经济因素,如 GDP 增长,始终对政府和私人卫生支出产生正向影响,而外国直接投资对政府和私人卫生支出的影响则分别为显著负向和正向。非经济因素的结果可以用来证明人口老龄化会增加卫生支出,而中等教育则会降低新兴市场的私人医疗支出。此外,异质因果关系的实证分析表明,CO 排放、环境指数、GDP 增长、外国直接投资和中等教育与政府和私人卫生支出之间存在单向因果关系。人口老龄化与政府卫生支出之间存在强烈的双向因果关系,与私人卫生支出之间存在单向因果关系。本文的研究结果为决策者提出了关键建议,这些建议可以作为宝贵的工具,帮助他们更好地理解和旨在最大限度地提高公共医疗保健和环境质量,这与新兴经济体的可持续 GDP 增长和发展密切相关。