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Automation Risk Analysis

Will “Wildland Firefighter Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Wildland Firefighter Specialist” 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 Firefighter Specialist” 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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Prepare written reports that detail specifics of fire incidents.

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

  • Search to locate fire survivors.

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

  • Inform and educate the public on fire prevention.

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

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

  • 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.

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

  • Operate pumps connected to high-pressure hoses.

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

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

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

  • Drive and operate fire fighting vehicles and equipment.

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

Technologies & Software

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