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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

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

  • Maintain records of performance reports for future reference.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles