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Automation Risk Analysis

Will “Wind Tunnel Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Wind Tunnel 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%

“Wind Tunnel 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

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

  • Maintain records of performance reports for future reference.

  • 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.

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

  • 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.

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

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

  • Direct aerospace research and development programs.

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

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

Technologies & Software

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

Alternative Job Titles