PLM, BOM & Digital Thread worked example

Product Data Cleanup Cost at 47% records needing rework: a worked example

This worked example runs the product data cleanup cost numbers for a tougher week than the baseline: 47% records needing rework instead of the typical 65%. Estimate the cost of remediating product data from record count, per-record effort, and the share needing rework.

The inputs for this scenario

  • Part records to clean: 12,000 records (held at the documented default)
  • Cost per record cleaned: 1.8 $ / record (held at the documented default)
  • Records needing rework: 47 % (the input this scenario stresses; the baseline uses 65)
  • Tooling and rule setup cost: 9,500 $ (held at the documented default)

Working through the calculation

  • The calculation starts from the formula this tool documents: Product data cleanup cost = part records × cost per record × records needing rework + tooling and rule setup.
  • Total product data cleanup cost works out to 19,652 $ at these inputs, and this is the headline figure for the scenario.
  • Product data cleanup cost per unit works out to 1.64 $ / piece at these inputs.
  • Variable product data cleanup cost works out to 10,152 $ at these inputs.
  • Fixed product data cleanup cost adder works out to 9,500 $ at these inputs.

How this compares with the baseline

  • Against the tool's baseline example, where records needing rework sits at 65% and the headline result is 23,540 $, this scenario comes in 16.52% below the baseline at 19,652 $.
  • Use it when scoping a data-quality initiative, budgeting an ERP or PLM migration, or comparing in-house cleanup against an outsourced or automated approach. 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 product data cleanup cost: 19,652 $ (headline result)
  • Product data cleanup cost per unit: 1.64 $ / piece
  • Variable product data cleanup cost: 10,152 $
  • Fixed product data cleanup cost adder: 9,500 $

Run it with your numbers

  • To rerun this with your own numbers, open the live Product Data Cleanup Cost calculator, set records needing rework to your actual value, and adjust the remaining inputs to match your operation.

Last reviewed 2026-05-12.