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Automation Risk Analysis

Will “Rescue Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Rescue Worker” 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%

“Rescue Worker” 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.

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

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

  • 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.

  • 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.

  • Train new employees to control and suppress fires.

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

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

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

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

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

  • Drive and operate fire fighting vehicles and equipment.

  • Operate pumps connected to high-pressure hoses.

  • Search to locate fire survivors.

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

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

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

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

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

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

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

  • Prepare written reports that detail specifics of fire incidents.

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

  • Inform and educate the public on fire prevention.

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

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

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

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

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

Technologies & Software

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