AI opportunities

Period-over-period movement analysis

Evaluating balance movement across periods, entities, currencies and hierarchies to identify material changes and unusual fluctuations before final reporting.

Technique

Threshold and variance rules over period-over-period deltas, combined with statistical anomaly detection across multiple dimensions

Open source tool

pandas for the deltas and thresholds; scikit-learn IsolationForest for multi-dimensional anomalies