Abstract
Data drift controls are often described as monitoring utilities rather than trust infrastructure. This paper presents a benchmark for comparing drift detection controls across analytic systems that require recurring assurance. The benchmark evaluates alert quality, documentation quality, reviewer actionability and the stability of remediation records across multiple simulated operating conditions.
Contribution Summary
The benchmark provides a repeatable evaluation packet for drift controls and a reporting format that connects technical alerts with governance review.
Citation
Ortega, L. Benchmarking Data Drift Controls in Applied Trust Systems. In Proceedings of the DECaT 2024 Workshop, article DECaT-2024-04, 2024.