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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

  • Maintain records of performance reports for future reference.

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • Direct aerospace research and development programs.

Technologies & Software

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

Alternative Job Titles