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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

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

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

  • 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.

  • Learn and follow safety regulations.

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

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

  • 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.

  • Check fuel supplies at sites to ensure adequate availability.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles