Mean Time To Detect (MTTD) is the average delay between an issue beginning and it being noticed. Time spent undetected is pure, avoidable downtime.
Monitoring exists largely to drive MTTD toward zero: the faster you know, the faster you can start recovery (MTTR). Silent failures — like a cron job that quietly stops — are dangerous precisely because they inflate MTTD.