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Automation Risk Analysis

Will “Structures Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Structures 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%

“Structures 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

  • Maintain records of performance reports for future reference.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

  • 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.

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

  • Design or engineer filtration systems that reduce harmful emissions.

Technologies & Software

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

Alternative Job Titles