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Automation Risk Analysis

Will “Loads and Dynamics Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Loads and Dynamics 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%

“Loads and Dynamics 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

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

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

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

  • 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.

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

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

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

  • Maintain records of performance reports for future reference.

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

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

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

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

  • Direct aerospace research and development programs.

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

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

Technologies & Software

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

Alternative Job Titles