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Automation Risk Analysis

Will “Structural Analysis Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Structural Analysis 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%

“Structural Analysis 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.

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

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

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

  • 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.

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

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

  • Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles