Manufacturing Master Data & Data Governance worked example

Master Data Governance Workload at 12% review, approval, and rework allowance: a worked example

What does the result look like when review, approval, and rework allowance reaches 12%? The full calculation is worked below with real intermediate numbers. Use it when master data governance workload in manufacturing master data and data governance is changing rate or allowance and you want to see the impact.

The inputs for this scenario

  • Records to create, cleanse, or validate: 120 units (unchanged)
  • Steward throughput rate: 12 records / min (unchanged)
  • Review, approval, and rework allowance: 12 % (raised for this scenario; the documented default is 10)

Working through the calculation

  • Applying the documented formula (Base master data governance workload time = master data governance workload workload รท master data governance workload completion rate) to the inputs above produces each figure below.
  • At this operating point the engine returns 11.2 hr for required master data governance workload time, the number this scenario is built around.
  • At this operating point the engine returns 10 hr for base master data governance workload time.
  • At this operating point the engine returns 12 % for master data governance workload allowance applied.
  • At this operating point the engine returns 12 pieces / min for master data governance workload completion rate.

How this compares with the baseline

  • Against the tool's baseline example, where review, approval, and rework allowance sits at 10% and the headline result is 11 hr, this scenario comes in 1.82% above the baseline at 11.2 hr.
  • A figure at this level is achievable when review, approval, and rework allowance is genuinely sustained, not just peaked for a shift. It assumes a steady average throughput; in practice the first records of a new data domain are far slower as stewards learn the rules, so front-loaded waves run long.

Results at a glance

  • Required master data governance workload time: 11.2 hr (headline result)
  • Base master data governance workload time: 10 hr
  • Master data governance workload allowance applied: 12 %
  • Master data governance workload completion rate: 12 pieces / min

Run it with your numbers

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

Last reviewed 2026-05-12.