Analyze test data to identify defects or determine calibration requirements.

“Analyze test data to identify defects or determine calibration requirements.” is a task performed by Calibration Technologists and Technicians. Among the occupation's 15 rated tasks, workers place it 15th by importance (#1 most important).

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Evaluate the characteristics, usefulness, or performance of products or technologies. in Judging the Qualities of Objects, Services, or People
• Evaluate designs, specifications, or other technical data. in Analyzing Data or Information

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.

Other tasks in this occupation

• Attend conferences, workshops, or other training sessions to learn about new tools or methods.
• Calibrate devices by comparing measurements of pressure, temperature, humidity, or other environmental conditions to known standards.
• Conduct calibration tests to determine performance or reliability of mechanical, structural, or electromechanical equipment.
• Develop new calibration methods or techniques based on measurement science, analyses, or calibration requirements.
• Disassemble and reassemble equipment for inspection.
• Draw plans for developing jigs, fixtures, instruments, or other devices.
• Maintain or repair measurement devices or equipment used for calibration testing.
• Operate metalworking machines to fabricate housings, jigs, fittings, or fixtures.
• Order replacement parts for malfunctioning equipment.
• Plan sequences of calibration tests according to equipment specifications and scientific principles.
• Read blueprints, schematics, diagrams, or technical orders.
• Verify part dimensions or clearances using precision measuring instruments to ensure conformance to specifications.
• Visually inspect equipment to detect surface defects.
• Write and submit reports about the results of calibration tests.

See all tasks on the Calibration Technologists and Technicians page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-22088,
  title  = {Analyze test data to identify defects or determine calibration requirements.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-22088}
}