State of Banks in the US – OCC Annual Report

Office of Comptroller of currency (OCC) released the 2022 annual report providing state of the US banking system. In their report, the OCC concludes that the US banking industry remains well capitalized with ample liquidity and is well positioned to face the continuing geopolitical & economic uncertainty and market volatility which was also reflected in the views of the Bank CEO’s in the earnings calls last week.

Machine Learning (ML) & Anti-Money Laundering (AML) – made for each other

Money laundering is a massive drain on the world’s financial, legal and economic institutions and current rule based AML controls with a false positive rate of 90% are just not adequate to detect and monitor them. AML is ripe for disruption and innovation through use of Artificial Intelligence (AI) and Machine Learning (ML) and even the regulators are encouraging the same. Key areas of AML where AI and ML have been shown to work through recent published papers are risk scoring; customer segmentation and transaction monitoring using clustering (k-means); classification (support vector machines) and deep learning (graph convolutional networks). These approaches shows us a glimpse of the near future state of AML controls and how new technology can help solve the seemingly insurmountable problem of money laundering as it exists now.

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