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In an era where algorithms drive everything from global financial markets to personal credit scores, the models powering these decisions have become “systemically important” assets. However, as models grow in complexity—particularly with the explosion of Generative AI—the risk of model failure increases. Model Risk Governance (MRG) is no longer just a back-office compliance requirement; it...

In today’s complex regulatory and risk environment, organisations require integrated solutions to manage risks, controls, policies, and regulatory requirements efficiently. IBM OpenPages with Watson offers multiple modules tailored for Governance, Risk, and Compliance (GRC), and one such critical module is MRG – Model Risk Governance.   What is the MRG Module? The Model Risk Governance...

Introduction   The Interface Problem in Compliance GRC platforms handle everything—from risk and audit to IT governance and vendor oversight. Yet for many users, these systems feel like mazes: too many clicks, unclear labels, outdated designs. The result? Tools meant to protect the business become barriers to using them. A modern GRC strategy needs more...

In today’s financial landscape, models play a critical role in decision-making, risk assessment, and regulatory compliance. However, with increased reliance on models comes the inherent risk of inaccuracies, misinterpretations, and operational failures. This is where Model Risk Appetite becomes crucial.   What is Model Risk Appetite? Model Risk Appetite refers to the level of risk...

What is Model Risk Governance (MRG)? Model Risk Governance is a critical framework that manages the risks associated with mathematical models used in organizational decision-making. It emerged as a crucial discipline following the 2008 financial crisis, designed to prevent potential adverse consequences from incorrect or misused predictive models.   The History of Model Risk Governance...

In the dynamic and highly regulated landscape of financial services, managing model risk is critical for ensuring compliance, mitigating risks, and achieving strategic goals. IBM OpenPages offers a comprehensive solution with its Model Risk Governance (MRG) module, designed to help organizations manage and govern their models effectively. Let’s explore the key aspects of Model Risk...