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Scaling & Monitoring

What Is OEE for Test Stations

Overall equipment effectiveness (OEE) measures manufacturing productivity. Learn how to calculate OEE for test stations and track it with TofuPilot.

JJulien Buteau
intermediate7 min readMarch 14, 2026

What Is OEE with TofuPilot

Overall equipment effectiveness (OEE) measures how productively a machine or station is used. It combines three factors: availability, performance, and quality. For test stations, OEE reveals how much of your capacity is actually producing good tested units. This guide covers how to calculate OEE for test stations and how to track its components with TofuPilot.

The OEE Formula

OEE = Availability x Performance x Quality

FactorWhat It MeasuresFormula
AvailabilityHow much of planned time the station is runningRun time / Planned production time
PerformanceHow fast it runs compared to ideal(Ideal cycle time x Total units) / Run time
QualityHow many units pass first timeGood units / Total units

Each factor is a percentage. OEE is their product.

Example

FactorValueCalculation
Planned time8 hours (480 min)Shift duration
Downtime45 min (setup + fixture change)
Run time435 min480 - 45
Availability90.6%435 / 480
Ideal cycle time1 min/unit
Total units tested400
Performance92.0%(1 x 400) / 435
Good units (first pass)380
Quality95.0%380 / 400
OEE79.2%90.6% x 92.0% x 95.0%

World-class OEE is 85%+. Most manufacturing operations run 60-75%.

The Six Big Losses

OEE breaks down into six loss categories. Each maps to one of the three OEE factors:

LossOEE FactorTest Station Example
Unplanned stopsAvailabilityFixture jam, instrument error, PC crash
Setup and adjustmentsAvailabilityProduct changeover, calibration, fixture swap
Small stopsPerformanceOperator absent, DUT loading delay
Slow cyclesPerformanceInstrument settling, retests, slow communication
Production rejectsQualityUnits that fail test and go to scrap
Startup rejectsQualityFirst units after setup that need retesting

Prerequisites

  • Python 3.10+
  • OpenHTF installed (pip install openhtf)
  • TofuPilot Python SDK installed (pip install tofupilot)

Step 1: Capture Test Data

Every test run logged to TofuPilot contributes data to the three OEE factors. The test duration feeds performance. The pass/fail result feeds quality. Station uptime feeds availability.

production_test.py
import openhtf as htf
from openhtf.util import units


@htf.measures(
    htf.Measurement("output_voltage_V")
    .in_range(minimum=4.9, maximum=5.1)
    .with_units(units.VOLT),
    htf.Measurement("current_draw_mA")
    .in_range(minimum=90, maximum=110)
    .with_units(units.MILLIAMPERE),
)
def phase_functional(test):
    """Production functional test."""
    test.measurements.output_voltage_V = 5.01
    test.measurements.current_draw_mA = 99.2
production_test.py
from tofupilot.openhtf import TofuPilot

test = htf.Test(phase_functional)

with TofuPilot(test):
    test.execute(test_start=lambda: input("Scan serial: "))

Step 2: Track OEE Components in TofuPilot

TofuPilot tracks the data you need for each OEE factor:

OEE FactorTofuPilot Data
AvailabilityStation uptime, gaps between test runs
PerformanceTest duration per unit, throughput per hour
QualityFirst pass yield per station

Open the Analytics tab to monitor:

  • Station throughput (units per hour) tracks performance
  • First pass yield tracks quality
  • Test gaps (time between consecutive runs) reveal availability losses

Improving OEE

Focus on the lowest factor first. If availability is 70% but quality is 98%, fixing availability gives the biggest return.

Low FactorWhere to LookAction
Availability below 85%Downtime log, changeover timeReduce setup time, improve fixture reliability
Performance below 90%Phase durations in TofuPilotOptimize instrument settings, reduce settling time
Quality below 95%Failure Pareto in TofuPilotFix top failure modes, tighten process controls

Small improvements compound. Improving each factor by 5% (from 85% to 90%) increases OEE from 61.4% to 72.9%. That's 19% more capacity from the same equipment.

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