AI exposure: Industrial Engineering Technologists and Technicians
Apply engineering theory and principles to problems of industrial layout or manufacturing production, usually under the direction of engineering staff. May perform time and motion studies on worker operations in a variety of industries for purposes such as establishing standard production rates or improving efficiency.
Reading this score
computed34.0% of this occupation's weighted task load is exposed, which puts Industrial Engineering Technologists and Technicians at the 58th percentile of 923 occupations. The capability is largely there. Its average task scores 2.4 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 30 tasks it averages 1.92 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Prepare production documents, at 73.3%. The least is Verify that equipment is being operated and maintained according to quality assurance standards..., at 10.0%. A gap of 63.3% 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 43 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 30 tasks, 16 are currently banded exposed, 10 assisted and 4 untouched. For that distribution to shift materially would take cheaper ways to verify output, since the cost of checking is currently doing more to hold this work in place than the cost of producing it. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
30 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Prepare production documents, such as standard operating procedures, manufacturing batch records, inventory reports, or productivity reports. | 73.3% | 26.7% | 0.0% | 3.52 | exposed |
| Aid in planning work assignments in accordance with worker performance, machine capacity, production schedules, or anticipated delays. | 73.3% | 26.7% | 0.0% | 3.44 | exposed |
| Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs. | 66.7% | 33.3% | 0.0% | 3.59 | exposed |
| Analyze, estimate, or report production costs. | 58.3% | 29.2% | 12.5% | 3.60 | exposed |
| Compile and evaluate statistical data to determine and maintain quality and reliability of products. | 55.0% | 20.0% | 25.0% | 3.90 | exposed |
| Coordinate equipment purchases, installations, or transfers. | 50.0% | 25.0% | 25.0% | 3.52 | exposed |
| Select cleaning materials, tools, or equipment. | 50.0% | 25.0% | 25.0% | 3.37 | exposed |
| Create or interpret engineering drawings, schematic diagrams, formulas, or blueprints for management or engineering staff. | 47.5% | 27.5% | 25.0% | 3.91 | exposed |
| Select material quantities or processing methods needed to achieve efficient production. | 47.5% | 27.5% | 25.0% | 3.85 | exposed |
| Recommend corrective or preventive actions to assure or improve product quality or reliability. | 45.0% | 30.0% | 25.0% | 3.88 | exposed |
| Develop production, inventory, or quality assurance programs. | 45.0% | 30.0% | 25.0% | 3.41 | exposed |
| Develop or implement programs to address problems related to production, materials, safety, or quality. | 35.4% | 27.1% | 37.5% | 3.96 | exposed |
| Prepare layouts, drawings, or sketches of machinery or equipment, such as shop tooling, scale layouts, or new equipment design, using drafting equipment or computer-aided design (CAD) software. | 30.0% | 20.0% | 50.0% | 3.77 | exposed |
| Monitor and adjust production processes or equipment for quality and productivity. | 28.3% | 21.7% | 50.0% | 3.83 | exposed |
| Assist engineers in developing, building, or testing prototypes or new products, processes, or procedures. | 28.3% | 21.7% | 50.0% | 3.78 | exposed |
| Provide advice or training to other technicians. | 26.7% | 23.3% | 50.0% | 3.75 | exposed |
| Identify opportunities for improvements in quality, cost, or efficiency of automation equipment. | 23.3% | 26.7% | 50.0% | 3.97 | assisted |
| Develop manufacturing infrastructure to integrate or deploy new manufacturing processes. | 23.3% | 26.7% | 50.0% | 3.49 | assisted |
| Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste. | 23.3% | 26.7% | 50.0% | 3.39 | assisted |
| Adhere to all applicable regulations, policies, and procedures for health, safety, and environmental compliance. | 20.0% | 30.0% | 50.0% | 4.22 | assisted |
| Oversee or inspect production processes. | 20.0% | 30.0% | 50.0% | 3.98 | assisted |
| Read worker logs, product processing sheets, or specification sheets to verify that records adhere to quality assurance specifications. | 20.0% | 30.0% | 50.0% | 3.86 | assisted |
| Study time, motion, methods, or speed involved in maintenance, production, or other operations to establish standard production rate or improve efficiency. | 20.0% | 30.0% | 50.0% | 3.76 | assisted |
| Evaluate industrial operations for compliance with permits or regulations related to the generation, storage, treatment, transportation, or disposal of hazardous materials or waste. | 20.0% | 30.0% | 50.0% | 3.79 | assisted |
| Oversee equipment start-up, characterization, qualification, or release. | 20.0% | 30.0% | 50.0% | 3.54 | assisted |
| Design plant layouts or production facilities. | 20.0% | 30.0% | 50.0% | 3.31 | assisted |
| Test selected products at specified stages in the production process for performance characteristics or adherence to specifications. | 15.0% | 10.0% | 75.0% | 3.95 | untouched |
| Set up and operate production equipment in accordance with current good manufacturing practices and standard operating procedures. | 13.3% | 11.7% | 75.0% | 3.88 | untouched |
| Calibrate or adjust equipment to ensure quality production, using tools such as calipers, micrometers, height gauges, protractors, or ring gauges. | 11.7% | 13.3% | 75.0% | 4.00 | untouched |
| Verify that equipment is being operated and maintained according to quality assurance standards by observing worker performance. | 10.0% | 15.0% | 75.0% | 3.85 | 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 | 2.37 | 0-4 |
| Embodiment | 1.12 | 0-3 |
| Presence | 0.53 | 0-3 |
| Accountability | 1.45 | 0-3 |
| Context | 1.92 | 0-3 |
| Verification cost | 1.80 | 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.