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1Effective AML Model Risk Management for Financial Institutions
Effective AML Model Risk Management for
Financial Institutions: The Six Critical Components
A White Paper by John A. Epperson, Arjun Kalra, and Brookton N. Behm
August 2012
Audit | Tax | Advisory | Risk | Performance
As more banks and other financial
institutions adapt their AML programs to
meet more stringent regulatory guidelines,
a new industry standard for model risk
management is developing. Outlined
here are the critical components of an
effective AML model risk management
program1 that complies with the more
stringent requirements.
3
Effective AML Model Risk Management
for Financial Institutions: The Six Critical
Components
Bank regulators are resolved to punish banks and other financial institutions that fall behind in the
struggle to stay current with anti-money-laundering (AML) regulations. This hardline approach is
evident in several recent high-profile enforcement actions, fines, and penalties assessed by regulators
against financial organizations with lax controls over money laundering. Some of these actions
were the result of a bank’s failure to appropriately apply the concepts of a model risk management
framework to design, execute, and maintain the models it deployed to manage AML risk.
As the financial institutions industry has evolved – offering new high-risk products, acquiring new
types of customers, and adapting to frequently changing money laundering requirements – banks
increasingly rely on complex models to meet the challenges of AML compliance.
The Office of the Comptroller of the Currency (OCC) and the Federal Reserve Board issued
“Supervisory Guidance on Model Risk Management,” important regulatory guidance, on April 4, 2011.
According to the guidance, the term “model” refers to “a quantitative method, system, or approach
that applies statistical, economic, financial, or mathematical theories, techniques, and assumptions to
process input data into quantitative estimates.”2
Financial institutions that rely
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