AI exposure: Industrial Production Managers
Plan, direct, or coordinate the work activities and resources necessary for manufacturing products in accordance with cost, quality, and quantity specifications.
Reading this score
computed41.5% of this occupation's weighted task load is exposed, which puts Industrial Production Managers at the 74th percentile of 923 occupations. The capability is largely there. Its average task scores 2.5 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 21 tasks it averages 2.05 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 Review processing schedules or production orders to make decisions concerning inventory..., at 73.3%. The least is Implement operational and emergency procedures, at 0.0%. A gap of 73.3% 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 management occupations, this one is more exposed than most. The median across the 56 roles in the group is 41.2%, and only 26 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 21 tasks, 14 are currently banded exposed, 5 assisted and 2 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
21 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Review processing schedules or production orders to make decisions concerning inventory requirements, staffing requirements, work procedures, or duty assignments, considering budgetary limitations and time constraints. | 73.3% | 26.7% | 0.0% | 3.99 | exposed |
| Monitor permit requirements for updates. | 73.3% | 26.7% | 0.0% | – | exposed |
| Prepare reports on operations and system productivity or efficiency. | 73.3% | 26.7% | 0.0% | – | exposed |
| Prepare and maintain production reports or personnel records. | 70.0% | 30.0% | 0.0% | 3.72 | exposed |
| Maintain current knowledge of the quality control field, relying on current literature pertaining to materials use, technological advances, or statistical studies. | 60.0% | 15.0% | 25.0% | 3.47 | exposed |
| Maintain records to demonstrate compliance with safety and environmental laws, regulations, or policies. | 60.0% | 40.0% | 0.0% | – | exposed |
| Review plans and confer with research or support staff to develop new products or processes. | 50.0% | 25.0% | 25.0% | 3.57 | exposed |
| Develop or implement production tracking or quality control systems, analyzing production, quality control, maintenance, or other operational reports to detect production problems. | 41.5% | 25.2% | 33.3% | 3.80 | exposed |
| Review operations and confer with technical or administrative staff to resolve production or processing problems. | 39.6% | 22.9% | 37.5% | 3.85 | exposed |
| Develop budgets or approve expenditures for supplies, materials, or human resources, ensuring that materials, labor, or equipment are used efficiently to meet production targets. | 39.6% | 22.9% | 37.5% | 3.56 | exposed |
| Set and monitor product standards, examining samples of raw products or directing testing during processing, to ensure finished products are of prescribed quality. | 28.3% | 21.7% | 50.0% | 4.01 | exposed |
| Direct or coordinate production, processing, distribution, or marketing activities of industrial organizations. | 26.7% | 23.3% | 50.0% | 4.00 | exposed |
| Initiate or coordinate inventory or cost control programs. | 26.7% | 23.3% | 50.0% | 3.28 | exposed |
| Optimize operational costs and productivity consistent with safety and environmental rules and regulations. | 26.7% | 23.3% | 50.0% | – | exposed |
| Coordinate or recommend procedures for facility or equipment maintenance or modification, including the replacement of machines. | 25.0% | 25.0% | 50.0% | 3.44 | assisted |
| Hire, train, evaluate, or discharge staff or resolve personnel grievances. | 23.3% | 35.0% | 41.7% | 3.85 | assisted |
| Negotiate materials prices with suppliers. | 23.3% | 26.7% | 50.0% | 3.53 | assisted |
| Develop or enforce procedures for normal operation of manufacturing systems. | 21.7% | 28.3% | 50.0% | – | assisted |
| Conduct site audits to ensure adherence to safety and environmental regulations. | 20.0% | 30.0% | 50.0% | – | assisted |
| Supervise subordinate employees. | 13.3% | 11.7% | 75.0% | – | untouched |
| Implement operational and emergency procedures. | 0.0% | 0.0% | 100.0% | – | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean. 8 task(s) lacked a usable O*NET weight and are shown but excluded from the weighting.
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 | 2.52 | 0-4 |
| Embodiment | 0.56 | 0-3 |
| Presence | 1.03 | 0-3 |
| Accountability | 1.25 | 0-3 |
| Context | 2.05 | 0-3 |
| Verification cost | 1.58 | 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.