Manufacturing Master Data & Data Governance worked example

Data Completeness Rate at 68% target data completeness rate: a worked example

This worked example runs the data completeness rate numbers for a tougher week than the baseline: 68% target data completeness rate instead of the typical 95%. Estimate data completeness rate for manufacturing master data and data governance using production-ready inputs so teams can track KPI performance and decide whether corrective action is needed.

The inputs for this scenario

  • Records with all mandatory fields populated: 8 count (held at the documented default)
  • Total master data records evaluated: 250 count (held at the documented default)
  • Target data completeness rate: 68 % (the input this scenario stresses; the baseline uses 95)

Working through the calculation

  • The calculation starts from the formula this tool documents: Data completeness rate = data completeness rate count ÷ total data completeness rate population × 100.
  • Data completeness rate works out to 3.2 % at these inputs, and this is the headline figure for the scenario.
  • Data completeness rate gap to target works out to 64.8 points at these inputs.
  • Data completeness rate count works out to 8 count at these inputs.
  • Total data completeness rate population works out to 250 count at these inputs.

How this compares with the baseline

  • Against the tool's baseline example, where target data completeness rate sits at 95% and the headline result is 3.2 %, this scenario lands almost exactly on the baseline at 3.2 %.
  • Use it during data migration validation, periodic governance scorecards, or before go-live to confirm records are field-complete enough to drive transactions. 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

  • Data completeness rate: 3.2 % (headline result)
  • Data completeness rate gap to target: 64.8 points
  • Data completeness rate count: 8 count
  • Total data completeness rate population: 250 count

Run it with your numbers

  • To rerun this with your own numbers, open the live Data Completeness Rate calculator, set target data completeness rate to your actual value, and adjust the remaining inputs to match your operation.

Last reviewed 2026-05-12.