Towards Better Financial Governance: The Urgency of Model Risk Management in Indonesia Viewed Through Maqashid Shariah
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Abstract
This study assesses the adequacy of Model Risk Management (MRM) frameworks within Indonesian Islamic banking by utilizing Maqashid Shariah principles as a tool to align these frameworks more closely with global standards, specifically focusing on safeguarding life (Hifzh Al-Nafs) and property (Hifzh Al-Mal). Through a comparative literature review, this research examines the structure and effectiveness of MRM practices in Indonesia, referencing regulations such as POJK 65/2016 and SEOJK 25-SEOJK.03-2023, against those in developed financial markets such as the USA, UK, Europe, Japan, and UAE, with an emphasis on governance, lifecycle management, and internal audit processes. The findings suggest that Indonesia’s current MRM frameworks are somewhat rudimentary when contrasted with international norms. Key areas identified for enhancement include expanding the scope, enhancing governance structures, refining model lifecycle management, and strengthening internal audits and oversight mechanisms. By employing Maqashid Shariah principles as an analytical tool, this paper proposes enhancements to MRM frameworks that can significantly improve the stability and compliance of Islamic banks in Indonesia, promoting greater global competitiveness and adherence to Shariah principles. This approach not only integrates traditional MRM approaches with Islamic ethical standards but also provides a tailored framework for regulatory enhancements that support a stable, compliant, and ethical Islamic banking environment.
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References
Central Bank of the UAE, "Model Risk Management Guidelines," 2020.
Dacorogna,M.M..(2023). How to Gain Confidence in the Results of Internal Models? Approaches and Techniques for Validation.11(5).http://doi.org/10.3390/risk11050098
European Central Bank, "Guide to Internal Models," 2019.
Financial Services Agency of Japan, "Guidelines on Model Risk Management," 2019.
Gianfreda, A., & Scandolo, G.. (2023). Assessing model risk in financial and energy markets using dynamic conditional VaRs. https://doi.org/10.1002/asmb.2828
Goss, C. D.. (2017). Managing the Risks Associated with Models: Accountants in All Industries Can Play a Meaningful Role in the Mitigation of Model Risk at Their Organizations. 224(2).b
Heinrichs, F.. (2023). Monitoring Machine Learning Models: Online Detection of Relevant Deviations. abs/2309.15187. https://doi.org/10.48550/arxiv.2309.15187
Hicham and Mohamed Ibnalkadi. (2021). "Introduction to Enterprise & Model Risk Management."
Ibn Asyur, A.-T.. (2023). Pemikiran Maqashid Syariah Al-Tahir Ibn Asyur. https://doi.org/10.20885/mawarid.vol5.iss1.art7
Jumbe, G., & Gor, R. M.. (2022). Credit risk assessment using default models: a review. 1(2). https://doi.org/10.47413/vidya.v1i2.78
Massimo Morini. (2021). "Understanding and Managing Model Risk: A Practical Guide for Quants, Traders, and Validators."
Meghoe, A. A., Loendersloot, R., & Tinga, T.. (2023). Validation of a Physics-based Prognostic Model with Incomplete Data. 14(1). https://doi.org/10.36001/ijphm.2023.v14i1.3283
Monetary Authority of Singapore, "FEAT Principles," 2018.
Müller, F. M., & Righi, M. B.. (2019). Model Risk Measures: A Review and New Proposals on Risk Forecasting. https://doi.org/10.2139/SSRN.3489917
Office of the Superintendent of Financial Institutions, "Enterprise-Wide Model Risk Management for Deposit-Taking Institutions Guideline," 2017.
Quinn, S. T., Hsu, P. K., & Ashraf, S. S. (2023). Financial Regulations and Stability of Banking Systems: A case study of Citibank in Singapore. Journal of Finance and Accounting, 7(4), 1-10. https://doi.org/10.53819/81018102t5195
Rüschendorf, L., Vanduffel, S., & Bernard, C.. (2023). Model Risk Management. https://doi.org/10.1017/9781009367189
SS1/23 – Model risk management principles for banks. (2023, May 10). SS1/23 – Model risk management principles for banks. https://www.bankofengland.co.uk/prudential-regulation/publication/2023/may/model-risk-management-principles-for-banks-ss
The Fed - Supervisory Letter SR 11-7 on guidance on Model Risk Management. (2011, April 4). The Fed - Supervisory Letter SR 11-7 on guidance on Model Risk Management. https://www.federalreserve.gov/supervisionreg/srletters/sr1107.htm
Tiziano Bellini. (2022). "A Gentle Introduction to Model Risk Quantification in Commercial Banking."
Validation of Risk Management Models for Financial Institutions. (2023). Validation of Risk Management Models for Financial Institutions. Cambridge University Press eBooks. https://doi.org/10.1017/9781108608602
Zhang, Z.. (2023). Internal Control Analysis of Enterprise Risk Management. https://doi.org/10.54254/2754-1169/44/20232226