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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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • Learn and follow safety regulations.

  • Check fuel supplies at sites to ensure adequate availability.

Technologies & Software

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

Alternative Job Titles