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Automation Risk Analysis

Will “Flight Systems 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 Systems 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 Systems 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

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

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

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

  • Direct aerospace research and development programs.

  • Maintain records of performance reports for future reference.

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles