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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.

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

  • Maintain records of performance reports for future reference.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles