PLM, BOM & Digital Thread worked example

Product Record Completeness at 99% data-steward availability: a worked example

Push data-steward availability up to 99% and the picture changes. This example computes every intermediate figure at that operating point. Use it when product record completeness in plm, bom and digital thread is being asked to take on more work and you need to know if there is room.

The inputs for this scenario

  • Complete product records finalized per PLM release cycle: 4 units / cycle (unchanged)
  • PLM release cycles available in the period: 480 cycles (unchanged)
  • Data-steward availability (non-blocked time): 99 % (raised for this scenario; the documented default is 90)
  • First-pass record approval rate (no rework): 97 % (unchanged)

Working through the calculation

  • Applying the documented formula (Gross product record completeness capacity = product record completeness output per cycle × available product record completeness cycles) to the inputs above produces each figure below.
  • At this operating point the engine returns 1,844 units for good product record completeness capacity, the number this scenario is built around.
  • At this operating point the engine returns 1,920 units for gross product record completeness capacity.
  • At this operating point the engine returns 19.2 units for product record completeness downtime loss.
  • At this operating point the engine returns 57.02 units for product record completeness yield loss.

How this compares with the baseline

  • Against the tool's baseline example, where data-steward availability sits at 90% and the headline result is 1,676 units, this scenario comes in 10% above the baseline at 1,844 units.
  • It computes the good (release-ready) number of complete product records you can finalize in a period after subtracting steward downtime and first-pass approval losses. 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

  • Good product record completeness capacity: 1,844 units (headline result)
  • Gross product record completeness capacity: 1,920 units
  • Product record completeness downtime loss: 19.2 units
  • Product record completeness yield loss: 57.02 units

Run it with your numbers

  • Every input above is editable in the live Product Record Completeness calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.