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Automation Risk Analysis

Will “Transonic Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Transonic 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%

“Transonic 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

  • 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.

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Maintain records of performance reports for future reference.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles