Process improvement is an ongoing challenge. Organizations will always be looking to hasten the speed or improve the quality of the ways in which they conduct their business and provide their services 13]. Process nonconformance detection is one specific way in which a process can be improved, and is the focus of this paper. The contributions in the literature relating directly to this field have so far been sparse, especially in the technology...