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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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles