Experience and lessons learned by the instructors in their research projects, mainly within the NL Ministry of Defence, will be shared. Aspects like data collection, preprocessing, accessibility and quality of data will be covered, as well as some challenges in interpreting the data for the maintenance decision making. In the second part of the workshop, issues brought in by participants will be discussed.