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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

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

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

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

  • 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.

  • Search to locate fire survivors.

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

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

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

  • Train new employees to control and suppress fires.

  • Prepare written reports that detail specifics of fire incidents.

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

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

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

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

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

  • 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.

  • Inform and educate the public on fire prevention.

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

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

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

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

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

  • Operate pumps connected to high-pressure hoses.

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

  • 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.

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

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

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

Technologies & Software

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