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Automation Risk Analysis

Will “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%

“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%

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

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

  • 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.

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

  • Maintain records of performance reports for future reference.

  • Direct aerospace research and development programs.

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles