How to Manage Operator Certification with TofuPilot

A new operator runs a test wrong and scraps three boards before anyone notices. It happens more than it should. Most teams track operator certification in spreadsheets that go stale the day they're created.

TofuPilot lets you tie operator identity to every test run and enforce certification requirements at the station level.

Why Operator Tracking Matters

Regulated industries require it. ISO 13485 (medical devices), AS9100 (aerospace), and IATF 16949 (automotive) all mandate that operators are trained and qualified for the tasks they perform. But even without regulatory pressure, knowing who ran what test matters when you're debugging a yield drop.

Prerequisites

A TofuPilot account
Python 3.8+ with tofupilot installed
An operator authentication method (badge scan, login, or barcode)

Step 1: Capture Operator Identity on Every Run

The simplest approach is to record the operator as a run property:

operator_tracking.py

from tofupilot import TofuPilotClientclient = TofuPilotClient()operator_id = input("Scan operator badge: ")result = client.create_run(    procedure_id="pcba-fct-v2",    unit_under_test={        "serial_number": dut_serial,        "part_number": "PCB-100-R4",    },    run_passed=True,    properties={        "operator_id": operator_id,        "operator_name": get_operator_name(operator_id),        "station_id": "ST-04",    },)

Every run now has an operator attached. You can filter and analyze by operator in the TofuPilot dashboard.

Step 2: Build an Operator Certification Check

Before allowing a test to run, verify the operator is certified for that procedure:

certification_check.py

import jsonfrom pathlib import Path# Certification data (could also come from an API or database)CERT_FILE = Path("operator_certs.json")def load_certifications():    """Load operator certification records."""    if CERT_FILE.exists():        return json.loads(CERT_FILE.read_text())    return {}def is_certified(operator_id: str, procedure_id: str) -> bool:    """Check if operator is certified for a specific test procedure."""    certs = load_certifications()    operator = certs.get(operator_id, {})    procedures = operator.get("certified_procedures", [])    return procedure_id in proceduresdef require_certification(operator_id: str, procedure_id: str):    """Block test execution if operator isn't certified."""    if not is_certified(operator_id, procedure_id):        raise PermissionError(            f"Operator {operator_id} is not certified for {procedure_id}. "            f"Contact your line supervisor."        )

Example certification file:

operator_certs.json

{  "OP-001": {    "name": "Jane Chen",    "certified_procedures": ["pcba-fct-v2", "motor-fct", "burn-in-48h"],    "certification_date": "2026-01-15",    "expiry_date": "2027-01-15"  },  "OP-002": {    "name": "Mike Torres",    "certified_procedures": ["pcba-fct-v2"],    "certification_date": "2026-02-01",    "expiry_date": "2027-02-01"  }}

Step 3: Integrate with Your Test Sequence

Wire the certification check into your test startup:

certified_test.py

import openhtf as htffrom tofupilot import TofuPilotClientfrom certification_check import require_certificationPROCEDURE_ID = "pcba-fct-v2"def test_start(test):    """Scan operator badge and verify certification before testing."""    operator_id = input("Scan operator badge: ")    # Block uncertified operators    require_certification(operator_id, PROCEDURE_ID)    test.state["operator_id"] = operator_id    test.dut_id = input("Scan DUT serial: ")def main():    test = htf.Test(        functional_tests,        power_tests,    )    test.add_output_callbacks(        TofuPilotClient().as_openhtf_callback(            procedure_id=PROCEDURE_ID,        )    )    test.execute(test_start=htf.PhaseDescriptor.wrap(test_start))

Step 4: Track Certification Expiry

Certifications expire. Build a simple check that warns before expiry and blocks after:

cert_expiry.py

from datetime import date, timedeltadef check_certification_status(operator_id: str, procedure_id: str):    """Check certification validity with advance warning."""    certs = load_certifications()    operator = certs.get(operator_id)    if not operator:        raise PermissionError(f"Unknown operator: {operator_id}")    if procedure_id not in operator.get("certified_procedures", []):        raise PermissionError(            f"{operator['name']} is not certified for {procedure_id}"        )    expiry = date.fromisoformat(operator["expiry_date"])    today = date.today()    if today > expiry:        raise PermissionError(            f"Certification expired on {expiry}. Recertification required."        )    days_remaining = (expiry - today).days    if days_remaining < 30:        print(f"WARNING: Certification expires in {days_remaining} days")    return True

Step 5: Analyze Operator Performance

With operator data on every run, you can answer questions that matter:

Yield by operator: Is one operator consistently lower? They might need retraining.
Test duration by operator: Slower operators may be following procedures more carefully, or struggling with the equipment.
Failure modes by operator: If one operator sees more of a specific failure, check their technique.

operator_analysis.py

from tofupilot import TofuPilotClientfrom collections import defaultdictclient = TofuPilotClient()runs = client.get_runs(    procedure_id="pcba-fct-v2",    limit=1000,)# Group by operatoroperator_stats = defaultdict(lambda: {"pass": 0, "fail": 0})for run in runs:    op = run.properties.get("operator_id", "unknown")    if run.passed:        operator_stats[op]["pass"] += 1    else:        operator_stats[op]["fail"] += 1for op_id, stats in operator_stats.items():    total = stats["pass"] + stats["fail"]    fpy = stats["pass"] / total * 100    print(f"Operator {op_id}: {fpy:.1f}% FPY ({total} runs)")

Regulatory Compliance Notes

Standard	Requirement	TofuPilot Solution
ISO 13485	Documented training records, competency assessment	Operator ID on every run, certification check
AS9100	Personnel qualified for assigned tasks	Pre-test certification gate
IATF 16949	Training effectiveness evaluated	Yield-by-operator analysis
FDA 21 CFR 820	Personnel training documented	Full audit trail with operator identity

The key is that every test run links back to a certified operator, and that link is immutable in your test history.

Manage Operator Certification