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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Learn and follow safety regulations.

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

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

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

  • Check fuel supplies at sites to ensure adequate availability.

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

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

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

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

Technologies & Software

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

Alternative Job Titles