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Automation Risk Analysis

Will “Forestry Pilot” be Automated?

Historical Context: Oxford Study (2013)

Ranked #314 of 702. Estimated risk: 55.0%

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AI Exposure Risk

59%

“Forestry 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%

“Forestry 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

  • 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.

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

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

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

  • 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.

  • Request changes in altitudes or routes as circumstances dictate.

  • 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.

  • Use instrumentation to pilot aircraft when visibility is poor.

  • Instruct other pilots and student pilots in aircraft operations.

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

  • 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.

  • Teach company regulations and procedures to other pilots.

  • Rescue and evacuate injured persons.

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

  • Supervise other crew members.

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

  • 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.

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

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

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

Technologies & Software

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