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Automation Risk Analysis

Will “Ladder Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Ladder Operator” will maybe 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 53% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

59%

“Ladder 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 59% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Firefighters, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Control and extinguish fires or respond to emergency situations where life, property, or the environment is at risk. Duties may include fire prevention, emergency medical service, hazardous material response, search and rescue, and disaster assistance.

Avg. Annual Salary $63,890
Avg. Hourly Wage $30.72
Available Jobs (US) 332,240
Job Title & Hierarchy Code (SOC) Firefighters #33-2011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Firefighters”

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Core Skills & Abilities

  • Move toward the source of a fire, using knowledge of types of fires, construction design, building materials, and physical layout of properties.

  • Search to locate fire survivors.

  • Patrol burned areas after fires to locate and eliminate hot spots that may restart fires.

  • Administer first aid and cardiopulmonary resuscitation to injured persons or provide emergency medical care such as basic or advanced life support.

  • Take action to contain any hazardous chemicals that could catch fire, leak, or spill.

  • Operate pumps connected to high-pressure hoses.

  • Create openings in buildings for ventilation or entrance, using axes, chisels, crowbars, electric saws, or core cutters.

  • Clean and maintain fire stations and fire fighting equipment and apparatus.

  • Inform and educate the public on fire prevention.

  • Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.

  • Collaborate with other firefighters as a member of a firefighting crew.

  • Drive and operate fire fighting vehicles and equipment.

  • Prepare written reports that detail specifics of fire incidents.

  • Protect property from water and smoke, using waterproof salvage covers, smoke ejectors, and deodorants.

  • Extinguish flames and embers to suppress fires, using shovels or engine- or hand-driven water or chemical pumps.

  • Assess fires and situations and report conditions to superiors to receive instructions, using two-way radios.

  • Collaborate with police to respond to accidents, disasters, and arson investigation calls.

  • Orient self in relation to fire, using compass and map, and collect supplies and equipment dropped by parachute.

  • Participate in fire drills and demonstrations of fire fighting techniques.

  • Dress with equipment such as fire-resistant clothing and breathing apparatus.

  • Inspect fire sites after flames have been extinguished to ensure that there is no further danger.

  • Select and attach hose nozzles, depending on fire type, and direct streams of water or chemicals onto fires.

  • Respond to fire alarms and other calls for assistance, such as automobile and industrial accidents.

  • Participate in physical training activities to maintain a high level of physical fitness.

  • Rescue survivors from burning buildings, accident sites, and water hazards.

  • Train new employees to control and suppress fires.

  • Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.

  • Salvage property by removing broken glass, pumping out water, and ventilating buildings to remove smoke.

  • Inspect buildings for fire hazards and compliance with fire prevention ordinances, testing and checking smoke alarms and fire suppression equipment as necessary.

  • Position and climb ladders to gain access to upper levels of buildings, or to rescue individuals from burning structures.

Technologies & Software

  • Axon AI
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  • Microsoft PowerPoint
  • DeepSeek
  • Microsoft Office software
  • Spreadsheet software
  • ChatGPT (OpenAI)
  • Plume modeling software
  • Kimi (Moonshot AI)
  • Grok (xAI)
  • Fire incident reporting systems
  • Perplexity AI
  • Microsoft Windows
  • Palantir AI
  • Gemini (Google)
  • Affiliated Computer Services ACS FIREHOUSE
  • Mistral (Mistral AI)
  • Llama (Meta)
  • Geographic information system GIS software
  • Microsoft Access
  • Microsoft Outlook
  • Email software
  • Incident command system ICS software
  • Microsoft Excel
  • Qwen (Alibaba)
  • Web browser software
  • Corel WordPerfect Office Suite
  • Microsoft Word
  • Motorola Solutions AI
  • Nova (Amazon)
  • Body harnesses
  • Safety helmets
  • pH testing strips
  • Backboards
  • Orthopedic splint sets
  • Pumper trucks
  • Uncharged fire hoses
  • Water testers
  • Wood ladders
  • Extension ladders
  • Handheld computers
  • Hard hats
  • Hand-operated pumps
  • Dry chemical fire extinguishers
  • Riggings
  • Marsh rigs
  • Fire shelters
  • Single-bit axes
  • Diagonal cutting pliers
  • Torso restraints
  • Circular saws
  • Pulse oximeters
  • Trench rescue shoring jacks
  • Limb restraints
  • Liquid splash protective clothing
  • Electronic leak detectors
  • Self-contained breathing apparatus
  • Water rescue boats
  • Pyrotechnic flares
  • Aerial lifting apparatus
  • Vise grip pliers
  • Fire blankets
  • Equipment transport trailers
  • Glucometers
  • HAZMAT response vehicles
  • Trauma type first aid kits
  • Synthetic fire hoses
  • Cold chisels
  • Evacuation baskets
  • Bomb blankets
  • K-12 saws
  • Carbon dioxide CO2 fire extinguishers
  • Scuba air regulators
  • Geological compasses
  • Air chisels
  • Truck-mounted winches
  • Non-sparking spanner wrenches
  • Power pumps
  • Firefighting boots
  • Intermittent positive pressure breathing IPPB ventilators
  • Search cameras
  • Ventilation fans
  • McLeod tools
  • Field radiological measuring devices
  • Protective hoods
  • Safety goggles
  • Chemical protection footwear
  • Ambu bags
  • Hydraulic rams
  • Automated external defibrillators AED
  • Pipe wrenches
  • Wildland fire engines
  • Pulaski tools
  • Ground resistance testers
  • Automatic blood pressure cuffs
  • Tractor-mounted mowers
  • Non-sparking bung wrenches
  • Tree saws
  • Global positioning system GPS receivers
  • Parachutes
  • Scuba suits
  • Pike poles
  • Multi-gas detectors
  • Insulated wire cutters
  • Air purifying respirators
  • Tracked bulldozers
  • Copper grounding cables
  • Spinal immobilization equipment
  • Manual blood pressure cuffs
  • Protective fire boots
  • Hearing protectors
  • Protective fire helmets
  • Listening devices
  • Evacuation stretchers
  • Chemical detection testers
  • Navigation compasses
  • Forest fire shovels
  • Explosive detection robots
  • Glass cutters
  • Aluminum ladders
  • Life safety ropes
  • Foam pumps
  • Life throw rings
  • Truck-mounted water pumps
  • Phillips head screwdrivers
  • Face shields
  • Hux bars
  • Self-rescue ropes
  • Halligan bars
  • Full-spine immobilization devices
  • Combustible gas detectors
  • Mobile data computers
  • All terrain vehicles ATV
  • Intravenous IV administration sets
  • Oxygen cylinders
  • Electrocardiography EKG machines
  • Air samplers
  • Truck wheel chocks
  • Laptop computers
  • Radio communications systems
  • Flat head axes
  • Backpack pumps
  • Fire resistant gloves
  • Life vests
  • First aid kits
  • Chain saws
  • Fire trucks
  • Falling saws
  • Fire hose nozzles
  • Hand trucks
  • Evacuation chairs
  • Slip joint pliers
  • Block and tackle equipment
  • Spanner wrenches
  • Psychrometers
  • Radio frequency identification RFID devices
  • Aviation snips
  • Safety flares
  • Non-sparking hammers
  • Hydrant shutoff wrenches
  • Pick head axes
  • Shovels
  • Wind gauges
  • Infrared thermometers
  • Machetes
  • Ceiling hooks
  • Bomb response vehicles
  • Farm tractors
  • Utility knives
  • Multipurpose fire extinguishers
  • Adjustable wrenches
  • Handsaws
  • Drip torches
  • Stokes baskets
  • Bolt cutters
  • Underwater video cameras
  • Surface thermometers
  • Thermal imaging cameras
  • Hazardous materials protective suits
  • Fire hoses
  • Picks
  • Metal detectors
  • Fire axes
  • Mattocks
  • Safety glasses
  • Rubbish hooks
  • Hydraulic extrication tools
  • Chemical protection gloves
  • Pry bars
  • Jacks
  • Field emergency services neck braces
  • Needlenose pliers
  • Ladder trucks
  • Fire hose clamps
  • Lug wrenches
  • Escape respirators
  • Socket wrenches
  • Gas-powered generators
  • Fire resistant clothing
  • Steel wedges
  • Protective fire coats
  • Personal computers
  • Portable meteorological stations
  • Channel lock pliers
  • Grounding cables
  • Hazardous materials spill control devices
  • Smoke ejectors
  • Backfiring fusees
  • Straight screwdrivers
  • Mechanical stethoscopes
  • Open end wrenches
  • Surveillance binoculars
  • Air bag lifting systems
  • High pressure fire hoses
  • Sledgehammers
  • Reciprocating hacksaws
  • Emergency suction kits
  • Pinch bars
  • Charged fire hoses
  • Explosive detection analyzers
  • Two way radios
  • Claw hammers
  • Aerial trucks
  • Spotting scopes
  • Hacksaws
  • Electrical resistance meters
  • Pulleys