MFG-06 · Manufacturing & Operations

Rework Rate

Daily ↓ Lower is better Control Lagging

% of units requiring rework before release

See what's inside
Built from a real Implementation Pack — every number on this card is extracted, not illustrative.
Rework Rate Implementation Pack

Everything required to build the KPI

Production-ready
Power BI fileWorking implementation
Fact-and-dimension modelFacts, dimensions & relationships
DAX measuresKPI logic & supporting calculations
Sample data + targetsStructured & ready to explore
50+DAX measures
7Dim. tables
9Report pages
20,000Demo rows

What it measures

% of units requiring rework before release

Lagging indicator

Rework Rate measures a production failure after it has happened. The associated costs of wasted labor, energy, and line capacity are already sunk before the metric is calculated.

Business impact

  • The 'chaos tax' of rework includes unscheduled line cleaning, extra QA testing, and production schedule interruptions that create knock-on delays for other orders.
  • Reworked batches create QA-held stock that is physically present but unavailable-to-promise, corrupting the inventory position and causing planners to miss order commitments.
  • Consistently high rework rates lead to erratic batch release timings and unpredictable stock availability, triggering formal retailer service improvement plans for unreliable supply.

Formula

(Reworked units / Total units) x 100

Grain

One row per production order batch produced

Manufacturing & Operations

Inside the Implementation Pack

A preview of what's actually built for this KPI — extracted from the real Implementation Pack, not a mockup.

50+DAX measures
7dimension tables
9report pages
20,000row demo dataset
The real DAX measure MFG-06 DAX measure from the Implementation Pack

This is the primary ratio the pack's other measures build on — trend, rank, and period-comparison variants, all on Fact_Production_Order_Batch.

Data you need
  • Fact_Production_Order_Batch — 9 mandatory columns — recipe key, shift key, ...
  • Dim_Batch — batch_key + batch_nbr
  • Dim_Plant — key + name
  • Dim_Product — key + name
  • Dim_Production_Line — key + name
  • Dim_Recipe — key + name
  • Dim_Shift — key + name
  • Dim_Date — Auto-generated calendar table — no customer data required

Full field-by-field data contract, in 4 SQL dialects (SQL Server, Snowflake, Databricks, BigQuery), ships in the pack.

Editable thresholds
Target0.01 — performance considered compliant at or below this line
Warning0.045 — amber alert — triggers a review

Both live in one Excel tab — change them, refresh the report, done. No DAX editing needed.

Manufacturing & Operations $149

Everything you need to build Rework Rate in Power BI — dimensional model, DAX measures, SQL views, and a food-industry demo dataset.

Request access

MFG-06 — Rework Rate · $149 for the full Implementation Pack. Only email is required — everything else helps us prioritize, and costs you nothing to skip.