Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan

Syed Alamdar Ali Shah, B. A. Fianto, Asad Ejaz Sheikh, R. Sukmana, U. Kayani, Abdul Rahim Bin Ridzuan
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引用次数: 2

Abstract

Purpose The purpose of this study aims to examine the effect of fintech on pre- and post-financing credit risks faced by the Islamic banks. Design/methodology/approach This research uses primary data for fintech awareness and adoption and secondary data of various financial and economic variables from 2009 to 2021. It uses baseline regression to identify moderation of fintech controlling gross domestic products, size, return on assets and leverage. The findings are confirmed using robustness against key variable bias. It also uses a dynamic panel two-stage generalized method of moments for endogeneity. Findings The study finds that the fintech awareness and adoption are not the same across all Islamic countries. The Asia Pacific region is far ahead of the other two regions where Indonesia is ahead in terms of fintech awareness and adoption, and Malaysia is ahead in terms of reaping its benefits in credit risk management. Fintech affects prefinancing credit risk significantly more than postfinancing credit risk. Also, the study finds that Islamic banks suffer from the problem of “Adverse selection under Shariah compliance.” Practical implications This research invites regulators to introduce fintech in Islamic banks on war footing. Similar studies can be conducted on the role of other risks such as operational and market risks. Fintech will also help in improving the risk profile and stability of Islamic banks against systemic risks and financial crises. Originality/value This research has variety of originalities. First, it is the pioneering study that addresses the effect of fintech pre- and post-financing credit risks in Islamic banks. Second, it identifies “Adverse selection under Shariah compliance” for Islamic banks. Third, it helps identify how fintech can be useful in reducing credit risk that will help in reducing capital charge for regulatory capital.
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金融科技在信贷风险管理中的作用:对印尼、马来西亚、阿联酋和巴基斯坦伊斯兰银行的分析
本研究的目的是考察金融科技对伊斯兰银行融资前和融资后信贷风险的影响。设计/方法/方法本研究使用金融科技意识和采用的主要数据以及2009年至2021年各种金融和经济变量的次要数据。它使用基线回归来确定金融科技对国内生产总值(gdp)、规模、资产回报率和杠杆率的控制是否适度。这些发现是通过对关键变量偏差的稳健性来证实的。采用动态面板两阶段广义矩法进行内生性分析。研究发现,并非所有伊斯兰国家对金融科技的认识和采用都是一样的。亚太地区远远领先于其他两个地区,其中印度尼西亚在金融科技意识和采用方面领先,马来西亚在信贷风险管理方面领先。金融科技对融资前信用风险的影响显著大于对融资后信用风险的影响。研究还发现,伊斯兰银行存在“遵守伊斯兰教法的逆向选择”问题。实际意义本研究邀请监管机构在伊斯兰银行中引入金融科技。可以对其他风险,如操作风险和市场风险的作用进行类似的研究。金融科技还将有助于改善伊斯兰银行的风险状况和稳定性,以应对系统性风险和金融危机。独创性/价值这项研究有许多独创性。首先,这是一项开创性的研究,探讨了金融科技对伊斯兰银行融资前和融资后信贷风险的影响。其次,它确定了伊斯兰银行“遵守伊斯兰教法的逆向选择”。第三,它有助于确定金融科技如何在降低信贷风险方面发挥作用,这将有助于降低监管资本的资本费用。
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来源期刊
CiteScore
5.90
自引率
8.70%
发文量
57
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