Is Japanese Regional Banks’ Overseas Business in Emerging Markets Hopeful?: An Observation through X-means Clustering

Masaki Yamaguchi
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Abstract

Abstract Japanese regional banks have actively expanded their overseas business in emerging markets, and this topic is quite important for regional banks that have confronted severe business environments over the decades. An aging population suppresses long-term increases in loan demands, and stagnant economic conditions lead to lowered interest rates in the medium-term. Overseas business is a promising business field for regional banks, but recent developments have not been investigated in detail. This chapter examines overseas investments using data from regional banks’ financial reports. Our sample comprises 44 regional banks without overseas branches, and a research period from FY2011 to FY2015. We demonstrate different overseas business patterns among regional banks. This investigation uses X-means clustering, which is nonhierarchical, as this method automatically presents an optimal number of clusters, and sorts regional banks into their appropriate clusters. The X-means clustering method indicates five business patterns among regional banks. This also characterizes respective clusters and demonstrates that medium-sized banks actively develop security investments, which increases overseas business’s contributions to profits. Meanwhile, small banks cannot expand overseas investments, which differ from other banks. These banks must seek other business models to compensate for this decline in their earning power.
日本地方银行在新兴市场的海外业务前景看好吗?:通过x均值聚类的观察
日本地区银行在新兴市场积极拓展海外业务,这一课题对于几十年来面临严峻商业环境的地区银行来说十分重要。人口老龄化抑制了贷款需求的长期增长,而停滞的经济状况导致中期利率下降。海外业务是地区银行很有前途的业务领域,但最近的发展情况还没有详细调查。本章使用来自地区银行财务报告的数据来考察海外投资。我们的样本包括44家没有海外分支机构的地区性银行,研究期为2011财年至2015财年。我们展示了各地区银行不同的海外业务模式。本研究使用非分层的x均值聚类,因为该方法自动呈现最佳数量的聚类,并将区域银行分类到适当的聚类中。x均值聚类方法指出了区域银行间的五种业务模式。这也体现了各集群的特点,表明中型银行积极开展证券投资,增加了海外业务对利润的贡献。与此同时,小银行与其他银行不同,无法扩大海外投资。这些银行必须寻求其他商业模式,以弥补其盈利能力的下降。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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