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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

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

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

  • Direct aerospace research and development programs.

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

  • 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.

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

  • Design or engineer filtration systems that reduce harmful emissions.

  • 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.

  • 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 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.

  • 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

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

Alternative Job Titles