Field assets fail on their own schedule, not the maintenance calendar. Sensor data that could predict failures sits unanalyzed, so downtime is unplanned and repair visits are reactive.
"The sensor data showed that motor degrading for three weeks before it failed — why did we still find out from the breakdown?"
Unplanned downtime
Maintenance cost
To first prediction model