Using multi-target feature evaluation to discover factors that affect business process behavior.

•Contributes to the “general correlation problem” of Process Mining.•A three-stage approach that recommends horizontal partitioning of the event log, cases’ profiles creation, and multi-target feature evaluation to deliver insights.•Connects process behavior to cases’ characteristics following a conceptually unsupervised approach.