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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

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

  • 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.

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

  • 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.

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

  • 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.

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

  • 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.

  • Direct aerospace research and development programs.

Technologies & Software

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

Alternative Job Titles