Commercial Bank of Dubai deepens collaboration with consultancy 4most to strengthen model risk management and meet evolving UAE Central Bank standards.
Commercial Bank of Dubai (CBD) has expanded its multi-year partnership with risk advisory firm 4most, focusing on independent validations of critical financial models and bolstering the bank’s overall model risk management framework. The collaboration, which began in April 2023, now enters a new phase as CBD aligns with increasingly stringent regulatory expectations from the UAE Central Bank.
A Partnership Built on Governance
The engagement covers detailed validations across a wide spectrum of risk models. 4most has worked alongside CBD’s risk and analytics teams to review model methodologies, data inputs, assumptions, performance testing, and implementation controls. The consultancy has also helped enhance documentation standards to comply with CBD’s internal Model Management and Governance Policy, as well as the UAE Central Bank’s Model Management Standards (MMS) and Model Management Guidance (MMG).
Over the past three years, 4most has delivered multiple validation phases, with additional workstreams currently underway. The approach has included optimizing model complexity where appropriate and, in some cases, merging models to improve efficiency and usability.
Expert Insight on the Road Ahead
Saptadipa Deb, Associate Director at 4most, described the collaboration as “a highly collaborative partnership built on a shared commitment to robust model governance and continuous improvement.” Deb noted that the firm has worked closely with CBD to validate critical risk models, strengthen governance practices, and address evolving regulatory expectations. Looking forward, Deb said the next phase will explore “advanced validation techniques, ongoing monitoring, and the responsible use of artificial intelligence.”
CBD echoed that sentiment, stating that 4most’s “technical expertise, collaborative approach, and understanding of regulatory expectations have helped us enhance governance across a range of key models.” The bank emphasized its goal of maintaining “a robust, scalable framework that supports the Bank’s strategic objectives.”
Why This Matters for Dubai’s Banking Sector
The partnership reflects a broader trend across the UAE financial industry: banks are investing heavily in model risk management as regulators tighten oversight. The UAE Central Bank’s MMS and MMG frameworks require institutions to demonstrate rigorous validation, independent review, and continuous improvement of risk models used for credit, market, operational, and liquidity risk.
For CBD, one of Dubai’s leading banks, this engagement is not merely about compliance—it’s about building confidence among stakeholders. Stronger model governance can reduce the likelihood of financial losses from flawed models, improve capital allocation decisions, and ultimately enhance customer trust.
Next Steps and Broader Implications
As the partnership moves forward, both parties are expected to explore emerging technologies, including AI, to refine model development and monitoring. This could set a precedent for how regional banks integrate innovation into traditionally conservative risk functions.
For other financial institutions in the Gulf, the CBD-4most collaboration offers a blueprint: proactive investment in model validation, close alignment with regulatory guidance, and a willingness to adapt as standards evolve. In an era of rapid digital transformation, that adaptability may prove to be the difference between staying ahead and falling behind.
For more on risk management best practices and regulatory updates in the UAE, visit the UAE Central Bank’s official guidance on Model Management Standards.