Analysis of Access to Financial Services on Poverty Alleviation with MARS Approach

Moch Bisyri Effendi, Avi Sunani
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引用次数: 1

Abstract

This study aimed to determine the barriers of public access to financial services and their effects on poverty alleviation. The sample used was 6 ASEAN countries (Indonesia, Singapore, Malaysia, Vietnam, Thailand, and the Philippines) from 2006 to 2015. The analytical method used was the MARS. MARS is one of the nonparametric regression methods as an alternative to the multiple linear regression method, which must fulfill parametric assumptions. The results of the study using MARS show that the model formed has a high coefficient of determination, and criteria of the test of the suitability of the model are met. In other words, multivariate adaptive regression spline (MARS) can explain well the variability of the independent variables on the dependent variable. The results of the hypothesis testing using the MARS method show that indicators of macroeconomic, social, bank characteristics, institutions, and regulations affect access to financial services (AFS) and AFS affect poverty alleviation. This finding shows that increasing AFS will affect poverty reduction, and to increase public AFS can be done by minimizing macroeconomic, regulatory, social, bank, and institutional constraints.
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基于MARS方法的金融服务可及性分析
这项研究的目的是确定公众获得金融服务的障碍及其对减轻贫穷的影响。使用的样本是2006年至2015年期间的6个东盟国家(印度尼西亚、新加坡、马来西亚、越南、泰国和菲律宾)。使用的分析方法是MARS。MARS是替代多元线性回归方法的一种非参数回归方法,它必须满足参数假设。利用MARS进行的研究结果表明,所形成的模型具有较高的决定系数,满足了模型适用性检验的标准。换句话说,多变量自适应回归样条(MARS)可以很好地解释自变量对因变量的变异性。利用MARS方法进行假设检验的结果表明,宏观经济、社会、银行特征、制度和法规等指标影响金融服务的获取,而金融服务影响减贫。这一发现表明,增加公共AFS将影响减贫,而增加公共AFS可以通过最大限度地减少宏观经济、监管、社会、银行和制度约束来实现。
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