Monographs/Information Papers
Implementation of Fairness Principles in Financial Institutions' Use of Artificial Intelligence / Machine Learning
MAS conducted a thematic review on selected financial institutions’ (FIs) implementation of Fairness Principles in their use of Artificial Intelligence / Machine Learning (AI/ML). The paper highlights observations from the review of the FIs’ policies and governance frameworks to meet the Fairness objectives under the FEAT Principles, and their implementation effectiveness in actual AI/ML use cases. It sets out MAS’ recommendations, good practices and illustrative examples observed from the review.
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Monographs/Information PapersPublished Date: 07 October 2026
Enforcement Report 2025/2026
The MAS Enforcement Report 2025/2026 covers the period between 1 January 2025 and 30 June 2026, highlighting key enforcement outcomes alongside broader efforts to uphold fair and orderly financial markets, deter misconduct, and protect consumers and investors.
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Monographs/Information PapersPublished Date: 11 September 2026
MAS' Approach to Resolution of Financial Institutions in Singapore
This Monograph explains MAS’ role as resolution authority and approach towards resolving financial institutions under MAS’ purview.
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Monographs/Information PapersPublished Date: 12 August 2026
Information Paper on Culture Capabilities for Effective Remediation and Sustainable Change
The information paper sets out supervisory observations on four culture capabilities that have been associated with more effective remediation of serious risk events and lower likelihood of recurrence. The capabilities can also be applied pre-emptively before risk events occur.