Sirag Abdalla, Mohamed Nor Norashidah
School of Business and Economics, Universiti Putra Malaysia, Serdang 43400 UPM, Malaysia.
Healthcare (Basel). 2021 May 3;9(5):536. doi: 10.3390/healthcare9050536.
The current study investigated the association between out-of-pocket health expenditure and poverty using macroeconomic data from a sample of 145 countries from 2000 to 2017. In particular, it was examined whether the relationship between out-of-pocket health expenditure and poverty was contingent on a certain threshold level of out-of-pocket health spending. The dynamic panel threshold method, which allows for the endogeneity of the threshold regressor (out-of-pocket health expenditure), was used. Three indicators were adopted as poverty measures, namely the poverty headcount ratio, the poverty gap index, and the poverty gap squared index. At the same time, out-of-pocket health expenditure was measured as a percentage of total health expenditure. The results showed the validity of the estimated threshold models, indicating that only beyond the turning point, which was about 29 percent, that out-of-pocket health spending led to increased poverty. When heterogeneity was controlled for in the sample, using the World Bank income classification, the findings showed variations in the estimated threshold, with higher values for the low- and lower-middle-income groups, as compared to the high-income group. For the lower-income groups, below the threshold for out-of-pocket health expenditure, it had a positive or insignificant effect on poverty reduction, while it led to higher poverty above the threshold. Further, the sampled countries were divided into regions, according to the World Health Organization. Generally, improving health care systems through tolerable levels of out-of-pocket health expenditure is an inevitable step toward better health coverage and poverty reduction in many developing countries.
本研究利用2000年至2017年期间145个国家样本的宏观经济数据,调查了自付医疗费用与贫困之间的关联。具体而言,研究考察了自付医疗费用与贫困之间的关系是否取决于自付医疗支出的特定阈值水平。研究采用了动态面板阈值方法,该方法考虑了阈值回归变量(自付医疗费用)的内生性。采用了三个指标作为贫困衡量标准,即贫困人口比例、贫困差距指数和贫困差距平方指数。同时,自付医疗费用以占总医疗支出的百分比来衡量。结果表明了估计阈值模型的有效性,表明只有超过约29%的转折点,自付医疗支出才会导致贫困加剧。当根据世界银行收入分类对样本中的异质性进行控制时,研究结果显示估计阈值存在差异,低收入和中低收入群体的值高于高收入群体。对于低收入群体,在自付医疗支出阈值以下,它对减贫有积极或不显著的影响,而在阈值以上则会导致更高的贫困率。此外,根据世界卫生组织的划分,对抽样国家进行了区域划分。一般来说,在许多发展中国家,通过可承受的自付医疗支出水平改善医疗保健系统是实现更好的医疗覆盖和减贫的必然步骤。