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Automation Risk Analysis

Will “Forest Fire Suppression Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Forest Fire Suppression 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%

“Forest Fire Suppression 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

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

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

  • Search to locate fire survivors.

  • Drive and operate fire fighting vehicles and equipment.

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

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

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

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

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

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

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

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

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

  • Train new employees to control and suppress fires.

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

  • Inform and educate the public on fire prevention.

Technologies & Software

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