A maintenance engineer reviewing these results will initially balk at 2,735 unnecessary inspections. But each inspection costs $5,000, and each prevented failure saves $500,000. The model needs to be correct only once in every 100 alarms to break even. It is correct once in every 18 alarms (5.4% pre