AI & Digital Manufacturing Analytics worked example

Predictive Analytics Savings at 67% predictive model capture rate: a worked example

Push predictive model capture rate up to 67% and the picture changes. This example computes every intermediate figure at that operating point. a maintenance or analytics manager needs to value avoided downtime from predictive models

The inputs for this scenario

  • Avoidable downtime identified per year: 340 hr / yr (unchanged)
  • Fully loaded cost per downtime hour: 2,800 $ / hr (unchanged)
  • Predictive model capture rate: 67 % (raised for this scenario; the documented default is 58)
  • Annual analytics platform cost or one-time benefit: -45,000 $ (unchanged)

Working through the calculation

  • Applying the documented formula (Captured avoided downtime value = avoidable downtime hours × cost per downtime hour × predictive model capture rate) to the inputs above produces each figure below.
  • At this operating point the engine returns 637,840 $ savings for net predictive analytics savings, the number this scenario is built around.
  • At this operating point the engine returns 1,876 $ / piece for cost per downtime hour.
  • At this operating point the engine returns 637,840 $ for captured avoided downtime value.
  • At this operating point the engine returns 0 $ for fixed analytics program cost or benefit.

How this compares with the baseline

  • Against the tool's baseline example, where predictive model capture rate sits at 58% and the headline result is 552,160 $ savings, this scenario comes in 15.52% above the baseline at 637,840 $ savings.
  • It computes net annual savings as avoidable downtime hours times cost per downtime hour times the model's capture rate, plus or minus a fixed program cost or benefit. The value of this scenario is the size of the gap it exposes: that gap, priced out over a year, is the budget you can justify spending to close it.

Results at a glance

  • Net predictive analytics savings: 637,840 $ savings (headline result)
  • Cost per downtime hour: 1,876 $ / piece
  • Captured avoided downtime value: 637,840 $
  • Fixed analytics program cost or benefit: 0 $

Run it with your numbers

  • Every input above is editable in the live Predictive Analytics Savings calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.