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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

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

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

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

  • 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.

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

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

  • Maintain records of performance reports for future reference.

  • Design or engineer filtration systems that reduce harmful emissions.

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

  • Direct aerospace research and development programs.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles