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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

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

  • Train new employees to control and suppress fires.

  • 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.

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

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

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

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

  • Search to locate fire survivors.

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

  • Inform and educate the public on fire prevention.

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

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

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

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

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

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

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

  • Operate pumps connected to high-pressure hoses.

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

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

  • Prepare written reports that detail specifics of fire incidents.

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

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

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

  • Drive and operate fire fighting vehicles and equipment.

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

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

  • 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.

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

Technologies & Software

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