Lesson 8 of 10

Machine learning and scorecards

Machine learning can find patterns that a scorecard misses, and in a large benchmark study it ranked borrowers better than the usual scorecard method. The gain comes with costs: a flexible model can learn noise, become unstable and be hard to explain. A lender has to weigh both, and still be able to tell each declined applicant why.

Published 12 October 2026