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Automation Risk Analysis

Will “Stress Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Stress 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%

“Stress 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.

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Maintain records of performance reports for future reference.

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

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

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

Technologies & Software

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

Alternative Job Titles