Machine learning in finance: where US firms are actually getting value

Editorial illustration of machine learning in finance, a blue and gold 4 by 4 confusion matrix heatmap on the left feeding via a dashed arrow into a central neural network model node with seven gold nodes, and a prediction chart on the right with a blue historical line and a gold dashed 5-day forward prediction ending at plus 4.8 percent

A mid-sized US lender replaced a 20-year-old rules-based fraud system with a machine-learning model last year and cut its false-positive rate by more than half, a change that, once annualised, freed a fraud-operations team equivalent to two entire departments. That kind of operational result is where machine learning in US finance has finally arrived. After […]

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