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Automation Risk Analysis

Will “Mucking Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #617 of 702. Estimated risk: 95.0%

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AI Exposure Risk

26%

“Mucking Machine Operator” will almost certainly not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 26% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

67%

“Mucking Machine Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 67% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Operating Engineers and Other Construction Equipment Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate one or several types of power construction equipment, such as motor graders, bulldozers, scrapers, compressors, pumps, derricks, shovels, tractors, or front-end loaders to excavate, move, and grade earth, erect structures, or pour concrete or other hard surface pavement. May repair and maintain equipment in addition to other duties.

Avg. Annual Salary $65,180
Avg. Hourly Wage $31.34
Available Jobs (US) 469,270
Job Title & Hierarchy Code (SOC) Operating Engineers and Other Construction Equipment Operators #47-2073
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Operating Engineers and Other Construction Equipment Operators”

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Core Skills & Abilities

  • Start engines, move throttles, switches, or levers, or depress pedals to operate machines, such as bulldozers, trench excavators, road graders, or backhoes.

  • Learn and follow safety regulations.

  • Connect hydraulic hoses, belts, mechanical linkages, or power takeoff shafts to tractors.

  • Operate tractors or bulldozers to perform such tasks as clearing land, mixing sludge, trimming backfills, or building roadways or parking lots.

  • Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.

  • 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 loaders to pull out stumps, rip asphalt or concrete, rough-grade properties, bury refuse, or perform general cleanup.

  • Talk to clients and study instructions, plans, or diagrams to establish work requirements.

  • Check fuel supplies at sites to ensure adequate availability.

  • Signal operators to guide movement of tractor-drawn machines.

  • Select and fasten bulldozer blades or other attachments to tractors, using hitches.

  • Monitor operations to ensure that health and safety standards are met.

  • Operate road watering, oiling, or rolling equipment, or street sealing equipment, such as chip spreaders.

  • Align machines, cutterheads, or depth gauge makers with reference stakes and guidelines or ground or position equipment, following hand signals of other workers.

  • Drive tractor-trailer trucks to move equipment from site to site.

  • Locate underground services, such as pipes or wires, prior to beginning work.

  • Load and move dirt, rocks, equipment, or other materials, using trucks, crawler tractors, power cranes, shovels, graders, or related equipment.

  • Push other equipment when extra traction or assistance is required.

  • Keep records of material or equipment usage or problems encountered.

  • Adjust handwheels and depress pedals to control attachments, such as blades, buckets, scrapers, or swing booms.

  • Turn valves to control air or water output of compressors or pumps.

  • Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.

  • Repair and maintain equipment, making emergency adjustments or assisting with major repairs as necessary.

  • Coordinate machine actions with other activities, positioning or moving loads in response to hand or audio signals from crew members.

  • Operate compactors, scrapers, or rollers to level, compact, or cover refuse at disposal grounds.

  • Operate equipment to demolish or remove debris or to remove snow from streets, roads, or parking lots.

Technologies & Software

  • ChatGPT (OpenAI)
  • Microsoft Outlook
  • Work record software
  • Microsoft Excel
  • Buildots AI
  • Autodesk Construction AI
  • Microsoft Windows
  • Microsoft Office software
  • Procore AI
  • Gemini for Workspace
  • Maintenance record software
  • Rubber-tired excavators
  • Treecutters
  • Belt loaders
  • Extender conveyors
  • Hammers
  • Front end loaders
  • Tampers
  • Aquatic weed harvesters
  • Weedeaters
  • Cell phones
  • Vacuum pumps
  • Road finishing machines
  • Pipe threaders
  • Heavy duty excavators
  • Robotic machines
  • Churn drills
  • Jackhammers
  • Chain saws
  • Ditchers
  • Angle dozers
  • Flatbed trucks
  • Graders
  • Road watering equipment
  • Runway deicers
  • Skid steer loaders
  • Forklifts
  • Adjustable wrenches
  • Asphalt pavers
  • Heavy dump trucks
  • Trenchers
  • Single axle dump trucks
  • Roustabout cranes
  • Verticutters
  • Manlifts
  • Backhoe attachments
  • Screwdrivers
  • Power drills
  • Two way radios
  • Barrier movers
  • Safety boots
  • Mainline paint stripers
  • Pavement breakers
  • Dempster dumpers
  • Safety glasses
  • Tugger hoists
  • Pickup trucks
  • Tractors
  • Land drilling rigs
  • Gas welders
  • Picks
  • Groovers
  • Vertical drills
  • Turf quakers
  • Belly dumpers
  • Backhoes
  • Sewer rodding machines
  • Personal computers
  • Scrapers
  • Telescopic forklifts
  • Shot blasters
  • Grinders
  • Monorails
  • Tracked hydraulic excavators
  • Hydraulic telescoping boom utility trucks
  • Mowers
  • Post hole diggers
  • Wheel loaders
  • Respirators
  • Shielded arc welding tools
  • Blade attachments
  • Laydown machines
  • Cutting torches
  • Chip spreaders
  • Basin machines
  • Aeroil propane kettles
  • Levels
  • Desktop computers
  • Two-man augers
  • Tracked loaders
  • Hydraulic jacks
  • Milling machines
  • Rulers
  • Harrows
  • Seeders
  • Safety gloves
  • 15-ton truck cranes
  • Utility locators
  • Crawler dozers
  • Tape measures
  • Travel lifts
  • Ross carriers
  • Ear plugs
  • Chemical-resistant clothing
  • Asphalt spreader boxes
  • Oiling equipment
  • Truck trailers
  • 18-ton hydraulic cranes
  • Power saws
  • Hydraulic boom trucks
  • Dredges
  • Concrete saws
  • Multipurpose vacuum catch basin cleaners
  • End loaders
  • Turn-a-pulls
  • Motor graders
  • Saws
  • Derricks
  • Scoopmobiles
  • Truck-mounted generators
  • Water pumps
  • Hoists
  • Power sanders
  • Air compressors
  • Skid steer machines
  • Mechanical sweepers
  • Sweepers
  • Tilt graders
  • Draglines
  • Cultipackers
  • Silent hoists
  • Snow blowers
  • Rollers
  • Demolition machines
  • 20-ton tractors
  • Tandem axle dump trucks
  • Cherry pickers
  • Box scrapers
  • Bulldozers
  • Measuring wheels
  • Robotic concrete busters
  • Tankers
  • Vibratory compactors
  • Winches
  • Circular saws
  • Industrial scrapers
  • Shovels
  • Snowplows
  • Axes
  • Curb pavers
  • Drill presses
  • Asphalt compactors
  • Truck cranes
  • Mini excavators
  • Skip loaders
  • Hydraulic cranes
  • Gutter pavers
  • Bucket attachments

Alternative Job Titles