银行数字化转型中使用分区流行病学模型的负面口碑(NWOM

IF 2.4 Q2 ECONOMICS
Mariano Méndez-Suárez, Ignacio Danvila-del-Valle
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引用次数: 3

摘要

我们的文章是第一批模拟客户在息差下降的情况下对欧洲银行数字化转型的反应的文章之一。假设客户对数字化转型的感受、认知和负面反应是通过负面口碑(NWOM)的传播来引导的,就像一种流行病的传播一样,我们利用西班牙一家中型商业银行的数据提出并分析了一个划分的数学模型。为了用流行病学方法理解NWOM现象,我们考虑了社会网络中一些现实的相互作用,并制定了易感暴露-感染-恢复-死亡率(SEIRM)模型的新应用。结果表明,更好地了解消费者的负面反应并对其进行正确的监控,可以帮助银行在面临数字化转型过程时提高盈利能力。总之,该研究警告商业银行经理,需要仔细评估数字化转型带来的变化的影响,并根据客户群体的行为制定费用管理策略,以及部署新的流失风险管理方法来处理最不投入的客户。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Negative Word of Mouth (NWOM) using Compartmental Epidemiological Models in Banking Digital Transformation
Our article is among the first to model the reactions of customers to the digital transformation of European banks in a scenario of declining interest margins. Motivated by the hypothesis that customers’ feelings, perceptions and negative reactions towards digital transformation are channeled through the spread of negative word-of-mouth (NWOM) in a way analogous to the spread of a disease epidemic, we propose and analyze a compartmentalized mathematical model using data from a medium-sized Spanish commercial bank. To understand the NWOM phenomenon with an epidemiological approach we consider some realistic interactions in a social network and we formulate a novel application of the susceptible-exposed-infected-recovered-mortality (SEIRM) model. The results indicate that a better understanding of consumers’ negative reactions and their correct monitoring can help banks improve profitability when facing a digital transformation process. In summary, the research warns commercial bank managers about the need to carefully assess the effects of changes brought about by digital transformation and the development fee management strategies based on the behavior of customer groups, as well as the deployment of new churn risk management methods to deal with the most disengaged customers.
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来源期刊
CiteScore
3.70
自引率
9.50%
发文量
0
审稿时长
24 weeks
期刊介绍: The mission of the Contemporary Economics is to publish advanced theoretical and empirical research in economics, finance, accounting and management with the noticeable contribution and impact to the development of those disciplines and preferably with practice relevancies. All entirety of methods is desirable, including a falsification of conventional understanding, theory building through inductive or qualitative research, first empirical testing of a theory, meta-analysis with theoretical implications, constructive replication that clarifies the boundaries or range of a theory for theoretical research as well as qualitative, quantitative, field, laboratory, meta-analytic, and combination for an empirical research. This clear priority for comprehensive manuscripts containing a methodology-based theoretical and empirical research with implications and recommendations for policymaking does not exclude manuscripts entirely focused on theory or methodology. Manuscripts that raise significant, actual topics of international relevance will be highly appreciated. The interdisciplinary approach including – besides economic, financial, accounting or managerial –also other aspects, is welcomed.
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