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Automation Risk Analysis

Will “Flight Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Flight Engineer” 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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Flight Engineer” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Aerospace Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. May recommend improvements in testing equipment and techniques.

Avg. Annual Salary $141,180
Avg. Hourly Wage $67.88
Available Jobs (US) 68,440
Job Title & Hierarchy Code (SOC) Aerospace Engineers #17-2011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Aerospace Engineers”

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Core Skills & Abilities

  • Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.

  • Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.

  • Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.

  • Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.

  • Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.

  • Design or engineer filtration systems that reduce harmful emissions.

  • Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products.

  • Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.

  • Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.

  • Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

  • Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.

  • Maintain records of performance reports for future reference.

  • Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles.

  • Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.

  • Direct aerospace research and development programs.

  • Evaluate and approve selection of vendors by studying past performance or new advertisements.

Technologies & Software

  • Fatigue analysis software
  • UNIX
  • ChatGPT (OpenAI)
  • Analytical Graphics STK Expert Edition
  • Linux
  • Altera Quartus II
  • Wolfram Research Mathematica
  • Verilog
  • Mathsoft Mathcad
  • MAYA Nastran
  • IBM Rational RequisitePro
  • Computer aided manufacturing CAM software
  • Image processing systems
  • Microsoft Visual Studio
  • Grid generation software
  • Dassault Systemes CATIA
  • Structure query language SQL
  • ANSYS simulation software
  • Python
  • Computer aided design and drafting CADD software
  • Thermal design software
  • Claude (Anthropic)
  • K&K Associates Thermal Analysis Kit TAK
  • Gemini (Google)
  • Dassault Systemes SolidWorks
  • Thermal Radiation Analysis System TRASYS
  • Maplesoft Maple
  • Microsoft Word
  • MSC Software Fatigue
  • Gemini Code Assist
  • Microsoft Office software
  • Dassault Systemes Abaqus
  • ANSYS AI Simulation
  • Microsoft Visio
  • GitHub Copilot
  • Alstom ESARAD
  • Perplexity AI
  • Microsoft Project
  • Mistral (Mistral AI)
  • Autodesk AI
  • Llama (Meta)
  • Flexible dynamics modeling software
  • The MathWorks MATLAB
  • MathWorks Simulink
  • Hewlett-Packard HP OpenVMS
  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Formula translation/translator FORTRAN
  • Computer-aided engineering CAE software
  • Universal Technical Systems TK Solver
  • SAP software
  • Network Analysis SINDA-G
  • IBM Rational DOORS
  • Finite element method FEM software
  • Cullimore & Ring Technologies SINDA/FLUINT
  • National Instruments LabVIEW
  • PTC Creo Parametric
  • UGS Solid Edge
  • Computational fluid dynamics CFD software
  • C
  • Autodesk AutoCAD
  • Phoenix Integration ModelCenter
  • AutoCAD AI
  • IBM Rational ClearCase
  • Stress analysis software
  • Data acquisition systems
  • Oracle Java
  • C++
  • MSC Software Patran
  • Xilinx TMRTool
  • Extensible markup language XML
  • TEAM Engineering FEMAP
  • MSC Software Nastran
  • Grok (xAI)
  • Cullimore & Ring Technologies Thermal Desktop
  • Tecplot Focus
  • Thermal analysis software
  • IBM Rational ClearQuest
  • Shell script
  • 1CadCam Unigraphics
  • DeepSeek
  • Ada
  • PTC Pro/INTRALINK
  • Microsoft Visual Basic
  • Perl
  • Microsoft PowerPoint
  • Qwen (Alibaba)
  • Thermal Synthesizer System TSS
  • Nova (Amazon)
  • Alstom ESATAN
  • C#
  • Microsoft Windows
  • Sun Microsystems Java
  • Collier Research HyperSizer
  • Finite element analysis FEA software
  • Southwest Research Institute NASGRO
  • Digital Equipment Corporation DIGITAL Fortran 90
  • Harvard Thermal TAS
  • Microsoft Outlook
  • Microsoft Access
  • ESI Group AutoSEA2
  • Profilometers
  • Lathes
  • Centerless grinders
  • Electronic pressure scanners
  • Computer numerical controlled CNC milling machines
  • UNIX work stations
  • Electronic flight instrument systems EFIS
  • Flow meters
  • Impinging jet apparatus
  • Axial flow turbines
  • Digital pressure gauges
  • Vacuum facilities
  • Lasers
  • Reflection polariscopes
  • Laser velocimeters
  • Welders
  • Laboratory centrifugal pumps
  • Multi-axis mills
  • Cluster computers
  • Argon-ion lasers
  • Surface grinding machines
  • Fatigue testing machines
  • Plotters
  • Impact guns
  • Atomic force microscopes
  • Ultrasonic inspection equipment
  • Digital oscilloscopes
  • Push/pull dynamometers
  • Anechoic chambers
  • Digital voltmeters DVM
  • Propellant combustion chambers
  • Flight simulators
  • Viscometers
  • Axial flow research fans
  • Wave analyzers
  • Flight management systems FMS
  • Signal generators
  • Fiber optic interferometers
  • Acoustic emissions systems
  • Vibration isolation tables
  • Strain gauge balances
  • Laser Doppler velocimeters LDV
  • Load frames
  • Parallel computers
  • Force transducers
  • Terminal computers
  • Personal computers
  • Mainframe computers
  • Power microwave generators
  • Spectrometers
  • Axial flow compressor facilities

Alternative Job Titles