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Automation Risk Analysis

Will “Dynamicist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Dynamicist” 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%

“Dynamicist” 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

  • 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.

  • 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.

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

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

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

  • 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.

  • Maintain records of performance reports for future reference.

  • Design or engineer filtration systems that reduce harmful emissions.

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

  • Direct aerospace research and development programs.

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

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

Technologies & Software

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

Alternative Job Titles