Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

“Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.” is a core task performed by Inspectors, Testers, Sorters, Samplers, and Weighers. Among the occupation's 32 rated tasks, workers place it 19th by importance (#14 most important). About 75% of workers say it is relevant to their job.

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.

• Maintain operational records. in Documenting/Recording Information

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E1. Direct exposure — a language model could plausibly cut the time to do this task 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 1.00. Automation potential label: T3.

Other tasks in this occupation

• Discard or reject products, materials, or equipment not meeting specifications. · importance 4.7
• Mark items with details, such as grade or acceptance-rejection status. · importance 4.6
• Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers. · importance 4.5
• Notify supervisors or other personnel of production problems. · importance 4.5
• Inspect, test, or measure materials, products, installations, or work for conformance to specifications. · importance 4.5
• Write test or inspection reports describing results, recommendations, or needed repairs. · importance 4.4
• Recommend necessary corrective actions, based on inspection results. · importance 4.4
• Read dials or meters to verify that equipment is functioning at specified levels. · importance 4.3
• Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances. · importance 4.3
• Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required. · importance 4.3
• Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary. · importance 4.3
• Inspect or test raw materials, parts, or products to determine compliance with environmental standards. · importance 4.3
• Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments. · importance 4.3
• Analyze test data, making computations as necessary, to determine test results. · importance 4.2

See all tasks on the Inspectors, Testers, Sorters, Samplers, and Weighers 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-12477,
  title  = {Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.},
  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-12477}
}