AI opportunities

Risk-weighted control test sampling

Selecting which items to test based on risk rather than at random, concentrating testing effort where failure is most likely or most consequential.

Technique

Risk scoring over transaction and control features to drive stratified sampling

Open source tool

pandas; scikit-learn

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