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Automation Risk Analysis

Will “Tiller Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Tiller 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%

“Tiller 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

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

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

  • 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.

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

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

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

  • Search to locate fire survivors.

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

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

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

  • Prepare written reports that detail specifics of fire incidents.

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

  • 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.

  • 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.

  • Drive and operate fire fighting vehicles and equipment.

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

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

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

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

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

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

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

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

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

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

  • Train new employees to control and suppress fires.

  • Operate pumps connected to high-pressure hoses.

  • Inform and educate the public on fire prevention.

Technologies & Software

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