AI exposure: Calibration Technologists and Technicians
Execute or adapt procedures and techniques for calibrating measurement devices, by applying knowledge of measurement science, mathematics, physics, chemistry, and electronics, sometimes under the direction of engineering staff. Determine measurement standard suitability for calibrating measurement devices. May perform preventive maintenance on equipment. May perform corrective actions to address identified calibration problems.
Reading this score
computed36.0% of this occupation's weighted task load is exposed, which puts Calibration Technologists and Technicians at the 63th percentile of 923 occupations. The capability is largely there. Its average task scores 2.1 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
No single friction dominates this occupation. The strongest is context at 1.57 out of 3 and the weakest is presence at 0.25, which is a narrow spread. Where nothing structural stands in the way, exposure tracks capability almost directly, and capability is the thing that changes every quarter.
The most exposed thing this job does is Order replacement parts for malfunctioning equipment, at 80.0%. The least is Disassemble and reassemble equipment for inspection, at 0.0%. A gap of 80.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within architecture and engineering occupations, this one is less exposed than the median of 37.5% across the group's 56 roles, with 36 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 14 tasks, 8 are currently banded exposed, 0 assisted and 6 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
14 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Order replacement parts for malfunctioning equipment. | 80.0% | 20.0% | 0.0% | 3.79 | exposed |
| Write and submit reports about the results of calibration tests. | 73.3% | 26.7% | 0.0% | 4.03 | exposed |
| Plan sequences of calibration tests according to equipment specifications and scientific principles. | 73.3% | 26.7% | 0.0% | 3.96 | exposed |
| Attend conferences, workshops, or other training sessions to learn about new tools or methods. | 65.0% | 10.0% | 25.0% | 3.38 | exposed |
| Analyze test data to identify defects or determine calibration requirements. | 58.3% | 29.2% | 12.5% | 3.99 | exposed |
| Develop new calibration methods or techniques based on measurement science, analyses, or calibration requirements. | 45.0% | 30.0% | 25.0% | 3.69 | exposed |
| Draw plans for developing jigs, fixtures, instruments, or other devices. | 33.3% | 16.7% | 50.0% | 3.46 | exposed |
| Read blueprints, schematics, diagrams, or technical orders. | 30.0% | 20.0% | 50.0% | 4.18 | exposed |
| Verify part dimensions or clearances using precision measuring instruments to ensure conformance to specifications. | 15.0% | 10.0% | 75.0% | 4.20 | untouched |
| Visually inspect equipment to detect surface defects. | 13.3% | 11.7% | 75.0% | 4.12 | untouched |
| Calibrate devices by comparing measurements of pressure, temperature, humidity, or other environmental conditions to known standards. | 11.7% | 13.3% | 75.0% | 4.09 | untouched |
| Conduct calibration tests to determine performance or reliability of mechanical, structural, or electromechanical equipment. | 8.3% | 16.7% | 75.0% | 4.20 | untouched |
| Maintain or repair measurement devices or equipment used for calibration testing. | 5.4% | 7.1% | 87.5% | 4.24 | untouched |
| Disassemble and reassemble equipment for inspection. | 0.0% | 0.0% | 100.0% | 4.02 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.14 | 0-4 |
| Embodiment | 1.54 | 0-3 |
| Presence | 0.25 | 0-3 |
| Accountability | 1.00 | 0-3 |
| Context | 1.57 | 0-3 |
| Verification cost | 1.39 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.