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Automation Risk Analysis

Will “Aerial Sprayer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #314 of 702. Estimated risk: 55.0%

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AI Exposure Risk

59%

“Aerial Sprayer” 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%

“Aerial Sprayer” 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

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

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

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

  • Instruct other pilots and student pilots in aircraft operations.

  • 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.

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

  • Request changes in altitudes or routes as circumstances dictate.

  • Rescue and evacuate injured persons.

  • Use instrumentation to pilot aircraft when visibility is poor.

  • Supervise other crew members.

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

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

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

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

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

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

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

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

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

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

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

  • Teach company regulations and procedures to other pilots.

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

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

Technologies & Software

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