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Automation Risk Analysis

Will “Wildland Specialist Firefighter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Wildland Specialist Firefighter” 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%

“Wildland Specialist Firefighter” 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

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

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

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

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

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

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

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

  • Drive and operate fire fighting vehicles and equipment.

  • Search to locate fire survivors.

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

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

  • Inform and educate the public on fire prevention.

  • Prepare written reports that detail specifics of fire incidents.

  • 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.

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

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

  • Operate pumps connected to high-pressure hoses.

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

  • Train new employees to control and suppress fires.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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