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Automation Risk Analysis

Will “Thermodynamicist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Thermodynamicist” 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%

“Thermodynamicist” 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.

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

  • 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.

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Maintain records of performance reports for future reference.

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

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

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

Technologies & Software

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

Alternative Job Titles