7.2 Operational metrics: FPY, RTY, CoQ & review cadence

In high-volume, high-reliability manufacturing, standard end-of-line “Yield” is a lagging metric. A production line reporting a 99% Output Yield can still be financially unviable if 40% of those units required expensive rework loops just to finally pass. A clear distinction must be made between efficiently making a product and expensively fixing a product. Real operational metrics are the pressure gauges of the “Hidden Factory”—the undocumented rework practices that consume labor, impact schedules, and reduce component reliability.

The metrics hierarchy

1. First pass yield (FPY) – the capacity metric

FPY measures the raw throughput efficiency of a single, isolated station. It answers: “At this exact machine, how many good units came out the back versus how many went in the front?”

Formula: (Units Passed / Units Entered) × 100
The Use Case: Capacity Planning. It tells Operations if the line can meet today’s shipping schedule.
The Danger: FPY ignores the cost of rework. For instance, if an operator re-tests a failing board 3 times until it passes, the FPY system simply records a “Pass,” which masks process instability.

2. Rolled throughput yield (RTY) – the reliability metric

RTY measures the probability of a single unit passing the entire value stream from start to finish without a single touch-up, rework cycle, or re-test. This is the most truthful metric for process health.

Calculation: RTY = Y(Solder Paste Printing) × Y(Pick & Place) × Y(Reflow Soldering) × Y(test)
The Reality of Compounding: In a process with 5 sequential steps, if each runs at a seemingly acceptable 95% yield, the overall RTY is 0.95⁵, which is approximately 77%. This means nearly 1 in 4 units built are being actively reworked, demonstrating why a “95% station yield” is often insufficient in complex systems manufacturing.

3. Cost of quality (CoQ) – the financial metric

Quality is not free, but Poor Quality is expensive. CoQ captures the total financial impact of the quality system on the company’s bottom line.

Good Cost (Proactive Investment):
- Prevention: Operator Training, Design FMEA, robust Fixture Design, SPC implementation.
- Appraisal: Equipment Calibration, automated Testing, scheduled Inspection labor.
Bad Cost (Reactive Loss):
- Internal Failure: Scrap, Rework labor hours, Re-testing bottlenecks, Machine Downtime.
- External Failure: Customer RMAs, Warranty payouts, Liability, Brand Damage.

Review cadence (the operating pulse)

Collecting accurate data requires a consistent review schedule to turn static metrics into engineering action. The following cadence must be established and protected.

1. Daily (the tactical review)

Who: Line Lead, Quality Engineer, Production Supervisor.
The Trigger: Held at the start and end of every shift.
The Focus: FPY & Scrap bins.
The Logic: When the Top 3 Defects on the Pareto match yesterday’s data, the containment actions are not working and must be revised. When accumulated Scrap exceeds $500 per shift, the bin should be quarantined for an immediate Root Cause Analysis (RCA).

2. Weekly (the corrective review)

Who: Quality Manager, Engineering Manager, Operations Manager.
The Trigger: Monday Morning Production Meeting.
The Focus: RTY trends & Open CAPA (Corrective Action) aging.
The Logic: When the RTY trend is drifting down (even despite a stable FPY), it is wise to audit the rework stations on the floor. Operators may be fixing defects without logging them. When a critical CAPA is overdue, engineering resources should be reassigned to close it.

3. Monthly (the strategic review)

Who: VP of Operations, Plant Director, Quality Director.
The Trigger: The formal Monthly Operations Review (MOR).
The Focus: Total CoQ & Supplier Quality Performance.
The Logic: When the measured Failure Cost is significantly greater than the Appraisal Cost, the manufacturing process is running reactively. Budget should be shifted from “End-of-line Inspection” into “Upfront Prevention” (Process Design, Training, Poka-Yoke Jigs).

Decision logic: which metric, when?

When measuring raw Line Throughput (to meet the shipping schedule), monitor FPY.
When measuring fundamental Process Stability (to evaluate engineering health), monitor RTY.
When RTY drops below 90%, it is advisable to stop the line and investigate, as hidden rework loops can introduce latent thermal stress into the PCBAs.
When formal CoQ exceeds 5% of total Revenue, the manufacturing process financials need attention, prompting major Corrective Action.

Recap: Operational Metrics for Hardware Manufacturing

Metric	Core Engineering Purpose	Target / Threshold	Review Cadence & Key Action
FPY (First Pass Yield)	Measure raw station throughput capacity for shipping schedule.	>99% per station	Daily (per shift): Review with Line Lead, Quality Engineer, Production Supervisor.
RTY (Rolled Throughput Yield)	Measure true process health & probability of zero-rework flow.	>90% per flow	Weekly: Trend analysis. If <90%, stop line & investigate hidden rework.
Cost of Quality (CoQ)	Financial control of quality system impact on revenue.	<5% of total revenue	Monthly (MOR): Analyze CoQ breakdown. If Failure Cost >> Appraisal Cost, shift budget to Prevention.
Scrap Cost	Trigger immediate root cause analysis for significant loss.	<$500 per shift	Daily (per shift): If scrap exceeds $500, quarantine bin & initiate RCA.
CAPA Aging	Ensure timely elimination of defect root causes.	Meet completion deadlines	Weekly: Review open CAPAs. If critical CAPA is overdue, reassign engineering resources.