Principles to Promote Fairness, Ethics, Accountability and Transparency (FEAT) in the Use of Artificial Intelligence and Data Analytics in Singapore's Financial Sector

Applies To

Overview

The Monetary Authority of Singapore published the FEAT Principles in November 2019 as a foundational governance framework for financial institutions (FIs) deploying artificial intelligence and data analytics (AIDA) in Singapore's financial sector. The FEAT Principles were developed in collaboration with the financial industry and are designed to be technology-neutral and applicable across a wide range of AI and advanced analytics use cases, from credit scoring and fraud detection to robo-advisory and insurance underwriting. Although the FEAT Principles are not binding regulations, they carry significant supervisory weight: MAS has indicated that it expects FIs to use FEAT as a reference when designing internal AIDA governance frameworks, and adherence is considered in supervisory engagement. To support practical implementation, MAS subsequently commissioned the Veritas Consortium-comprising major financial institutions and technology companies-to develop methodology documents and open-source tools that translate the FEAT Principles into measurable assessment criteria. The Veritas Consortium has published assessment methodologies covering fairness assessment for credit scoring, life insurance, and financial advisory use cases, providing FIs with concrete quantitative benchmarks. The FEAT framework is structured around four named principles. Fairness requires that AIDA systems do not result in discriminatory outcomes and that fairness considerations are embedded throughout the model lifecycle. Ethics requires that AIDA use aligns with the ethical values of the institution and broader societal expectations, with human oversight maintained over consequential decisions. Accountability requires clear assignment of responsibility for AIDA outcomes within the institution, including at board and senior management level, with appropriate model risk management and audit trails. Transparency requires that institutions maintain adequate internal documentation of AIDA systems and, where appropriate, provide customers with meaningful explanations of AIDA-driven decisions affecting them. MAS has integrated FEAT into its broader digital and innovation governance expectations and references it in the context of the Financial Services Industry Transformation Map.

Key Requirements

• •Establish an internal governance framework for AIDA that explicitly addresses the FEAT Principles and assigns accountability at board and senior management level.
• •Assess AIDA systems for potential discriminatory outcomes across protected characteristics; implement remediation measures where bias is detected.
• •Maintain comprehensive model documentation covering data sources, model design choices, validation results, and known limitations for all material AIDA applications.
• •Define and document human oversight mechanisms for AIDA systems making or informing consequential decisions about customers.
• •Provide customers with meaningful explanations of decisions materially influenced by AIDA where the decision adversely affects the customer.
• •Conduct model risk management activities proportionate to the materiality and risk profile of each AIDA application, including pre-deployment validation and ongoing monitoring.
• •Engage with the Veritas Consortium assessment methodologies as a tool for operationalising the Fairness principle in applicable use cases (credit, insurance, advisory).
• •Ensure third-party and vendor AIDA systems are subject to equivalent governance standards as internally developed models.
• •Maintain audit trails sufficient to enable retrospective review of AIDA-driven decisions.
• •Periodically review and update AIDA governance frameworks to reflect changes in technology, business context, and regulatory expectations.

What Your Organization Must Do

• →Assign board-level ownership of AIDA governance by designating a named senior executive (e.g., Chief Risk Officer or equivalent) accountable for FEAT compliance, and document this appointment in board minutes and governance charters.
• →Conduct a gap assessment of all material AIDA applications against the four FEAT principles within 90 days, prioritising customer-facing systems in credit scoring, insurance underwriting, and financial advisory that carry the highest fairness and transparency risk.
• →Apply Veritas Consortium assessment methodologies to measure fairness metrics quantitatively for in-scope use cases (credit, life insurance, financial advisory), and set remediation timelines for any models where bias thresholds are exceeded.
• →Establish or update model risk management policies to require pre-deployment validation, ongoing performance monitoring, and maintained audit trails for all material AIDA systems, covering both internally developed and third-party vendor models.
• →Define and document human oversight protocols for AIDA-driven decisions that adversely affect customers, specifying the role responsible for review, the escalation path, and the process for issuing meaningful customer explanations upon request.
• →Schedule an annual review of the AIDA governance framework, incorporating updates from MAS supervisory feedback, Veritas Consortium methodology releases, and internal audit findings to ensure continued alignment with evolving regulatory expectations.

Playbook Guidance

Step-by-step implementation guidance for compliance teams.

Frequently Asked Questions

Are the MAS FEAT Principles legally binding on Singapore financial institutions?

No, the FEAT Principles are voluntary guidelines, not enforceable regulations. However, MAS treats them as carrying significant supervisory weight and expects regulated financial institutions to reference FEAT when designing internal AI and data analytics governance frameworks. Non-alignment may be raised during supervisory engagement.

Which financial institutions in Singapore are expected to follow the FEAT Principles?

All MAS-regulated financial institutions are expected to apply FEAT, including banks, insurers, capital markets intermediaries, and their holding companies. Foreign institutions operating through Singapore branches or subsidiaries under MAS supervision are also in scope, as are technology vendors supplying AIDA solutions to these entities.

What is the Veritas Consortium and how does it relate to FEAT compliance?

The Veritas Consortium is an industry group commissioned by MAS to translate the FEAT Principles into concrete, measurable assessment methodologies and open-source tools. It has published quantitative fairness assessment frameworks for credit scoring, life insurance, and financial advisory use cases, giving financial institutions practical benchmarks to operationalise the Fairness principle.

Does FEAT require financial institutions to govern third-party and vendor AI systems?

Yes. The FEAT framework explicitly requires that third-party and vendor AIDA systems be subject to equivalent governance standards as internally developed models. This includes pre-deployment validation, ongoing monitoring, model documentation, and maintaining audit trails sufficient for retrospective review.

What level of seniority must own AIDA governance accountability under the FEAT Principles?

The FEAT Principles require accountability to be assigned at board and senior management level. In practice, MAS expects a named senior executive such as a Chief Risk Officer to be designated as accountable for the AIDA governance framework, with this appointment documented in board minutes and governance charters.

How do the MAS FEAT Principles compare to the EU AI Act for financial sector AI governance?

FEAT is a principles-based voluntary guideline focused exclusively on Singapore's financial sector, with no direct penalties for non-compliance. The EU AI Act is binding legislation with fines up to 35 million euros or 7% of global turnover, applies across sectors, and uses a risk-tier classification model rather than FEAT's four-principle structure.