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Automation Risk Analysis

Will “Tail Board Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #197 of 702. Estimated risk: 17.0%

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AI Exposure Risk

53%

“Tail Board 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%

“Tail Board 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

  • Drive and operate fire fighting vehicles and equipment.

  • 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.

  • 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.

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

  • 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.

  • 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.

  • 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.

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

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

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

  • Prepare written reports that detail specifics of fire incidents.

  • Search to locate fire survivors.

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

  • Inform and educate the public on fire prevention.

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

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

  • 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.

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

  • Train new employees to control and suppress fires.

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

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

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

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

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

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

Technologies & Software

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