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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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

  • Maintain records of performance reports for future reference.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles