This study investigated how digital traces left behind during the execution of business processes can be examined for anomalies using process mining and unsupervised machine learning methods. The findings of the study were used to write a paper that was accepted at the International Conference for Service Oriented Computing (ICSOC 2020). The paper will be presented at a virtual conference from December 14th to 17th and subsequently published.