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Automation Risk Analysis

Will “Spray Pilot” be Automated?

Historical Context: Oxford Study (2013)

Ranked #314 of 702. Estimated risk: 55.0%

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AI Exposure Risk

59%

“Spray Pilot” 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

62%

“Spray Pilot” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 62% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Commercial Pilots, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Pilot and navigate the flight of fixed-wing aircraft on nonscheduled air carrier routes, or helicopters. Requires Commercial Pilot certificate. Includes charter pilots with similar certification, and air ambulance and air tour pilots. Excludes regional, national, and international airline pilots.

Avg. Annual Salary $142,960
Available Jobs (US) 51,830
Job Title & Hierarchy Code (SOC) Commercial Pilots #53-2012
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Commercial Pilots”

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Core Skills & Abilities

  • Check baggage or cargo to ensure that it has been loaded correctly.

  • Co-pilot aircraft or perform captain's duties, as required.

  • Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.

  • Choose routes, altitudes, and speeds that will provide the fastest, safest, and smoothest flights.

  • Request changes in altitudes or routes as circumstances dictate.

  • Perform minor aircraft maintenance and repair work, or arrange for major maintenance.

  • Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.

  • Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.

  • Plan flights according to government and company regulations, using aeronautical charts and navigation instruments.

  • Supervise other crew members.

  • Coordinate flight activities with ground crews and air traffic control, and inform crew members of flight and test procedures.

  • Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight according to flight plans, regulations, and procedures.

  • Order changes in fuel supplies, loads, routes, or schedules to ensure safety of flights.

  • Consider airport altitudes, outside temperatures, plane weights, and wind speeds and directions to calculate the speed needed to become airborne.

  • Use instrumentation to pilot aircraft when visibility is poor.

  • File instrument flight plans with air traffic control so that flights can be coordinated with other air traffic.

  • Plan and formulate flight activities and test schedules and prepare flight evaluation reports.

  • Instruct other pilots and student pilots in aircraft operations.

  • Obtain and review data such as load weights, fuel supplies, weather conditions, and flight schedules to determine flight plans and identify needed changes.

  • Fly with other pilots or pilot-license applicants to evaluate their proficiency.

  • Rescue and evacuate injured persons.

  • Conduct in-flight tests and evaluations at specified altitudes and in all types of weather to determine the receptivity and other characteristics of equipment and systems.

  • Write specified information in flight records, such as flight times, altitudes flown, and fuel consumption.

  • Teach company regulations and procedures to other pilots.

Technologies & Software

  • Pix4D Pix4Dmapper
  • Gatik AI
  • ChatGPT (OpenAI)
  • Kimi (Moonshot AI)
  • Nimblefeet Technologies Captain's Keeper
  • doXstor Flight Level Logbook
  • Nova (Amazon)
  • MJICCS PilotLog
  • UgCS
  • SBS International Maestro Suite
  • OpenDroneMap
  • Standard generalized markup language SGML
  • Kitty Hawk
  • Project44 AI Logistics
  • Mobileye AI
  • CloudCompare
  • Polaris Microsystems CharterLog
  • Flight simulation software
  • Microsoft Office software
  • Mistral (Mistral AI)
  • Airdata
  • AirSmith FlightPrompt
  • FLIR Thermal Studio Suite
  • LP360
  • ESRI Site Scan for ArcGIS
  • Electronic aircraft information databases
  • Litchi
  • Tesla Autopilot
  • Polaris Microsystems AeroLog Pro
  • Skylog Services Skylog Pro
  • Grok (xAI)
  • Waymo (Autonomous Driving)
  • Claude (Anthropic)
  • Navzilla
  • Airline Pilots Daily Aviation Log PPC
  • Aeronautical charts
  • Pilot Navigator Software Load Balance
  • Adobe Creative Cloud software
  • RMS Technology Flitesoft
  • Notam Development Group Airport Insight
  • AeroPlanner
  • Gemini (Google)
  • Qwen (Alibaba)
  • ArduPilot Mission Planner
  • Llama (Meta)
  • Pix4D Pix4Dcapture
  • DeepSeek
  • Calibration software
  • Air pressurization systems
  • Global positioning system GPS devices
  • Fixed wing unmanned aerial vehicles UAV
  • DroneDeploy
  • Personal computers
  • Portable collision avoidance systems PCAS
  • Flight management systems FMS
  • Engine indicating and crew alerting systems EICAS
  • Pneumatic emergency brake systems
  • Flight simulators
  • Multimeters
  • Hard hats
  • Microwave landing system MLS receivers
  • Oil filter pliers
  • Equipment cooling controls
  • Desktop computers
  • Automatic direction finder ADF radio systems
  • Ground control targets
  • Multipurpose fire extinguishers
  • Instrument landing system ILS localizers
  • Local area augmentation system LAAS receivers
  • Handheld calculators
  • Emergency life rafts
  • Digital communications display units DCDU
  • Flight director FD systems
  • Distance measuring equipment DME
  • Traffic alert and collision avoidance system TCAS
  • Anti-skid systems
  • Very high frequency omnidirectional range VOR systems
  • DJI GS Pro
  • Plotters
  • Air data computers
  • Landing pad
  • Instrument landing system ILS receivers
  • Autobrakes
  • Ultra high frequency UHF radio communication systems
  • Engine fire detection systems
  • Wing anti-ice systems
  • Autopilot systems
  • Hydraulic landing gear systems
  • Battery chargers
  • Head-up guidance systems HGS
  • Power generation and distribution control systems
  • Inertial navigation systems INS
  • Nondirectional radio beacon markers
  • Ground proximity warning systems GPWS
  • DroneLogbook
  • Yaw damper systems
  • Recirculation control systems
  • Cockpit displays of traffic information CDTI
  • Emergency exit slides
  • Reflective vests
  • Electro-hydraulic control systems
  • High frequency HF radio communication systems
  • Fire suppression and control systems
  • Very high frequency VHF radio communication systems
  • Fuel control systems
  • Digital multimeters
  • Anemometers
  • Oil filter wrenches
  • Simlat
  • Long range navigation systems LRNS
  • Automatic landing systems
  • On-board intercom systems
  • Multi-rotor unmanned aerial vehicles UAV
  • Mechanical nose wheel steering systems
  • Air conditioning systems
  • Stability augmentation systems SAS
  • Engine anti-icing equipment
  • Passenger oxygen control systems
  • Safety cones
  • Emergency pressurization systems
  • Continuous flow emergency oxygen systems
  • Laptop computers
  • Personal digital assistants PDA
  • Vise grip pliers
  • Navigation mode selectors
  • Electronic flight instrument systems EFIS
  • Windscreen ice control systems
  • Power generators
  • Tablet computers
  • Engine fire extinguishing systems
  • Airfield lighting equipment
  • Channel lock pliers
  • Airborne collision avoidance systems ACAS
  • Transponder landing systems TLS
  • Power brake systems
  • De-icing equipment
  • Spectrum analyzers