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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

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

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

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

  • Request changes in altitudes or routes as circumstances dictate.

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

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

  • Supervise other crew members.

  • Instruct other pilots and student pilots in aircraft operations.

  • Rescue and evacuate injured persons.

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

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

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

  • Teach company regulations and procedures to other pilots.

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

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

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

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

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

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

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

  • Use instrumentation to pilot aircraft when visibility is poor.

  • 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.

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

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

Technologies & Software

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