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

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...

Full description

Bibliographic Details
Published in:Journal of Science and Technology Policy Management
Main Author: Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
Format: Article
Language:English
Published: Emerald Publishing 2023
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85153776696&doi=10.1108%2fJSTPM-06-2022-0104&partnerID=40&md5=2287fcf42f96207cf3ce5d25fe258a23
id 2-s2.0-85153776696
spelling 2-s2.0-85153776696
Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
2023
Journal of Science and Technology Policy Management
14
6
10.1108/JSTPM-06-2022-0104
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85153776696&doi=10.1108%2fJSTPM-06-2022-0104&partnerID=40&md5=2287fcf42f96207cf3ce5d25fe258a23
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. © 2023, Emerald Publishing Limited.
Emerald Publishing
20534620
English
Article

author Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
spellingShingle Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
author_facet Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
author_sort Shah S.A.A.; Fianto B.A.; Sheikh A.E.; Sukmana R.; Kayani U.N.; Bin Ridzuan A.R.
title Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
title_short Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
title_full Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
title_fullStr Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
title_full_unstemmed Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
title_sort Role of fintech in credit risk management: an analysis of Islamic banks in Indonesia, Malaysia, UAE and Pakistan
publishDate 2023
container_title Journal of Science and Technology Policy Management
container_volume 14
container_issue 6
doi_str_mv 10.1108/JSTPM-06-2022-0104
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85153776696&doi=10.1108%2fJSTPM-06-2022-0104&partnerID=40&md5=2287fcf42f96207cf3ce5d25fe258a23
description 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. © 2023, Emerald Publishing Limited.
publisher Emerald Publishing
issn 20534620
language English
format Article
accesstype
record_format scopus
collection Scopus
_version_ 1823296158560157696