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Automation Risk Analysis

Will “Forestry Fire Technician (Forestry Fire Tech)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Forestry Fire Technician (Forestry Fire Tech)” 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%

“Forestry Fire Technician (Forestry Fire Tech)” 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

  • Search to locate fire survivors.

  • Prepare written reports that detail specifics of fire incidents.

  • Train new employees to control and suppress fires.

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

  • 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.

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

  • Drive and operate fire fighting vehicles and equipment.

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

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

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

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

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

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

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

  • Operate pumps connected to high-pressure hoses.

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

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

  • Inform and educate the public on fire prevention.

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

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

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

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

  • 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.

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

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

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

  • 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.

Technologies & Software

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