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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 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.

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

  • 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.

  • 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.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles