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Automation Risk Analysis

Will “Muck Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #617 of 702. Estimated risk: 95.0%

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AI Exposure Risk

26%

“Muck 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%

“Muck 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

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

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

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

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

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

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

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

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

  • Learn and follow safety regulations.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles