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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

  • Maintain records of performance reports for future reference.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Direct aerospace research and development programs.

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles