Manufacturing Master Data & Data Governance worked example

Data Stewardship Capacity at 65% steward availability: a worked example

This worked example runs the data stewardship capacity numbers for a tougher week than the baseline: 65% steward availability instead of the typical 90%. Estimate data stewardship capacity for manufacturing master data and data governance using production-ready inputs so teams can confirm whether capacity can cover demand before committing the schedule.

The inputs for this scenario

  • Records cleansed per steward cycle: 4 records / cycle (held at the documented default)
  • Available steward cycles: 480 cycles (held at the documented default)
  • Steward availability (uptime): 65 % (the input this scenario stresses; the baseline uses 90)
  • First-pass clean rate (no rework): 97 % (held at the documented default)

Working through the calculation

  • The calculation starts from the formula this tool documents: Gross data stewardship capacity = data stewardship capacity output per cycle × available data stewardship capacity cycles.
  • Good data stewardship capacity works out to 1,211 units at these inputs, and this is the headline figure for the scenario.
  • Gross data stewardship capacity works out to 1,920 units at these inputs.
  • Data stewardship capacity downtime loss works out to 672 units at these inputs.
  • Data stewardship capacity yield loss works out to 37.44 units at these inputs.

How this compares with the baseline

  • Against the tool's baseline example, where steward availability sits at 90% and the headline result is 1,676 units, this scenario comes in 27.78% below the baseline at 1,211 units.
  • Use it to set backlog targets, compare staffing scenarios, or diagnose whether availability or rework is throttling your stewardship throughput. 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

  • Good data stewardship capacity: 1,211 units (headline result)
  • Gross data stewardship capacity: 1,920 units
  • Data stewardship capacity downtime loss: 672 units
  • Data stewardship capacity yield loss: 37.44 units

Run it with your numbers

  • To rerun this with your own numbers, open the live Data Stewardship Capacity calculator, set steward availability to your actual value, and adjust the remaining inputs to match your operation.

Last reviewed 2026-05-12.