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Automation Risk Analysis

Will “Flight Test 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 Test 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 Test 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

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

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Maintain records of performance reports for future reference.

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

  • Direct aerospace research and development programs.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles