UK AI Exposure · Process, plant and machine operatives
Mobile machine drivers and operatives n.e.c.
Job holders in this unit group supervise and undertake the operation of machines to transport, excavate, grade, level, and compact sand, earth, gravel and similar materials, drive piles into the ground and lay surfaces of asphalt, concrete and chippings, clear and cultivate land, to sow and harvest plants and crops, and operate other mobile machines not elsewhere classified in minor group 822: Mobile machine drivers and operatives.
- Employees (UK)
- 38k
- Median annual pay
- £36,408
- Exposure score ?
- 0.1/10 Minimal 0.1/10 Minimal strict reading · with tools is 0.1/10 with-tools reading · strict is 0.1/10
- Wage exposure
- £14m £14m
Higher exposure than 12% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Learn and follow safety regulations.
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Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.
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Check fuel supplies at sites to ensure adequate availability.
Most roles have at least three wedges where AI plus the right tools removes real time. For this role the labelling doesn't surface obvious ones, so we'd start with the highest-stakes tasks below and figure out the AI angle in conversation.
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Learn and follow safety regulations.
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Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.
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Check fuel supplies at sites to ensure adequate availability.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Operating Engineers and Other Construction Equipment Operators" (47-2073.00).
What AI can already do
1 of 26 tasks · unaided
Keep records of material or equipment usage or problems encountered.
Where humans still hold the line
25 of 26 tasks
Learn and follow safety regulations.
Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.
Check fuel supplies at sites to ensure adequate availability.
Start engines, move throttles, switches, or levers, or depress pedals to operate machines, such as bulldozers, trench excavators, road graders, or backhoes.
Coordinate machine actions with other activities, positioning or moving loads in response to hand or audio signals from crew members.
Align machines, cutterheads, or depth gauge makers with reference stakes and guidelines or ground or position equipment, following hand signals of other workers.
Locate underground services, such as pipes or wires, prior to beginning work.
Signal operators to guide movement of tractor-drawn machines.
Repair and maintain equipment, making emergency adjustments or assisting with major repairs as necessary.
Load and move dirt, rocks, equipment, or other materials, using trucks, crawler tractors, power cranes, shovels, graders, or related equipment.
Drive and maneuver equipment equipped with blades in successive passes over working areas to remove topsoil, vegetation, or rocks or to distribute and level earth or terrain.
Operate tractors or bulldozers to perform such tasks as clearing land, mixing sludge, trimming backfills, or building roadways or parking lots.
Talk to clients and study instructions, plans, or diagrams to establish work requirements.
Monitor operations to ensure that health and safety standards are met.
Connect hydraulic hoses, belts, mechanical linkages, or power takeoff shafts to tractors.
Select and fasten bulldozer blades or other attachments to tractors, using hitches.
Operate loaders to pull out stumps, rip asphalt or concrete, rough-grade properties, bury refuse, or perform general cleanup.
Operate equipment to demolish or remove debris or to remove snow from streets, roads, or parking lots.
Adjust handwheels and depress pedals to control attachments, such as blades, buckets, scrapers, or swing booms.
Drive tractor-trailer trucks to move equipment from site to site.
Push other equipment when extra traction or assistance is required.
Operate road watering, oiling, or rolling equipment, or street sealing equipment, such as chip spreaders.
Operate compactors, scrapers, or rollers to level, compact, or cover refuse at disposal grounds.
Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.
Turn valves to control air or water output of compressors or pumps.
Tasks via O*NET "Operating Engineers and Other Construction Equipment Operators" (47-2073.00).
What AI can already do
1 of 26 tasks · with tools
Keep records of material or equipment usage or problems encountered.
Where humans still hold the line
25 of 26 tasks
Learn and follow safety regulations.
Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.
Check fuel supplies at sites to ensure adequate availability.
Start engines, move throttles, switches, or levers, or depress pedals to operate machines, such as bulldozers, trench excavators, road graders, or backhoes.
Coordinate machine actions with other activities, positioning or moving loads in response to hand or audio signals from crew members.
Align machines, cutterheads, or depth gauge makers with reference stakes and guidelines or ground or position equipment, following hand signals of other workers.
Locate underground services, such as pipes or wires, prior to beginning work.
Signal operators to guide movement of tractor-drawn machines.
Repair and maintain equipment, making emergency adjustments or assisting with major repairs as necessary.
Load and move dirt, rocks, equipment, or other materials, using trucks, crawler tractors, power cranes, shovels, graders, or related equipment.
Drive and maneuver equipment equipped with blades in successive passes over working areas to remove topsoil, vegetation, or rocks or to distribute and level earth or terrain.
Operate tractors or bulldozers to perform such tasks as clearing land, mixing sludge, trimming backfills, or building roadways or parking lots.
Talk to clients and study instructions, plans, or diagrams to establish work requirements.
Monitor operations to ensure that health and safety standards are met.
Connect hydraulic hoses, belts, mechanical linkages, or power takeoff shafts to tractors.
Select and fasten bulldozer blades or other attachments to tractors, using hitches.
Operate loaders to pull out stumps, rip asphalt or concrete, rough-grade properties, bury refuse, or perform general cleanup.
Operate equipment to demolish or remove debris or to remove snow from streets, roads, or parking lots.
Adjust handwheels and depress pedals to control attachments, such as blades, buckets, scrapers, or swing booms.
Drive tractor-trailer trucks to move equipment from site to site.
Push other equipment when extra traction or assistance is required.
Operate road watering, oiling, or rolling equipment, or street sealing equipment, such as chip spreaders.
Operate compactors, scrapers, or rollers to level, compact, or cover refuse at disposal grounds.
Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.
Turn valves to control air or water output of compressors or pumps.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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