Manufacturing Master Data & Data Governance worked example

Customer Master Cleanup at 69% accounts needing real fixes: a worked example

Push accounts needing real fixes up to 69% and the picture changes. This example computes every intermediate figure at that operating point. Use it to budget a sold-to and ship-to cleanup ahead of a CRM or order-to-cash system cutover.

The inputs for this scenario

  • Customer accounts to scrub: 3,000 accounts (unchanged)
  • Validation labor per account: 11 $/account (unchanged)
  • Accounts needing real fixes: 69 % (raised for this scenario; the documented default is 60)
  • Address-verify and rules setup: 2,800 $ (unchanged)

Working through the calculation

  • Applying the documented formula (Total = accounts x validation labor x fix-needed% + setup) to the inputs above produces each figure below.
  • At this operating point the engine returns 25,570 $ for total customer master cleanup cost, the number this scenario is built around.
  • At this operating point the engine returns 8.52 $ / piece for customer master cleanup cost per unit.
  • At this operating point the engine returns 22,770 $ for variable customer master cleanup cost.
  • At this operating point the engine returns 2,800 $ for fixed customer master cleanup adder.

How this compares with the baseline

  • Against the tool's baseline example, where accounts needing real fixes sits at 60% and the headline result is 22,600 $, this scenario comes in 13.14% above the baseline at 25,570 $.
  • It computes the total budget and the per-account unit cost to validate and remediate a defined set of customer master records, splitting variable scrub labor from fixed tooling and rules setup. 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

  • Total customer master cleanup cost: 25,570 $ (headline result)
  • Customer master cleanup cost per unit: 8.52 $ / piece
  • Variable customer master cleanup cost: 22,770 $
  • Fixed customer master cleanup adder: 2,800 $

Run it with your numbers

  • Every input above is editable in the live Customer Master Cleanup calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.