Manufacturing Master Data & Data Governance worked example

Customer Master Cleanup at 43% accounts needing real fixes: a worked example

This worked example runs the customer master cleanup numbers for a tougher week than the baseline: 43% accounts needing real fixes instead of the typical 60%. Estimates the cost of deduplicating and re-validating a manufacturing customer master file.

The inputs for this scenario

  • Customer accounts to scrub: 3,000 accounts (held at the documented default)
  • Validation labor per account: 11 $/account (held at the documented default)
  • Accounts needing real fixes: 43 % (the input this scenario stresses; the baseline uses 60)
  • Address-verify and rules setup: 2,800 $ (held at the documented default)

Working through the calculation

  • The calculation starts from the formula this tool documents: Total = accounts x validation labor x fix-needed% + setup.
  • Total customer master cleanup cost works out to 16,990 $ at these inputs, and this is the headline figure for the scenario.
  • Customer master cleanup cost per unit works out to 5.66 $ / piece at these inputs.
  • Variable customer master cleanup cost works out to 14,190 $ at these inputs.
  • Fixed customer master cleanup adder works out to 2,800 $ at these inputs.

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 24.82% below the baseline at 16,990 $.
  • Use it when scoping an ERP migration, an MDM rollout, a CRM consolidation, or a periodic data-governance audit where you must price the work of cleaning customer records. A result at this level usually justifies acting on the stressed input before touching anything else, because every other figure in the table is downstream of it.

Results at a glance

  • Total customer master cleanup cost: 16,990 $ (headline result)
  • Customer master cleanup cost per unit: 5.66 $ / piece
  • Variable customer master cleanup cost: 14,190 $
  • Fixed customer master cleanup adder: 2,800 $

Run it with your numbers

  • To rerun this with your own numbers, open the live Customer Master Cleanup calculator, set accounts needing real fixes to your actual value, and adjust the remaining inputs to match your operation.

Last reviewed 2026-05-12.