Equipment is replaced on schedules or after failures — both waste money. Health data that could time replacement precisely goes uncollected, so lifecycles are guessed.
"We replace equipment either too early by calendar or too late by breakdown — what would it be worth to time it right?"
Unplanned equipment failures
Asset lifecycle extension
To first prediction model