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Automation Risk Analysis

Will “Propulsion Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Propulsion Engineer” 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%

“Propulsion Engineer” 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

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

  • 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.

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

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

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

  • Direct aerospace research and development programs.

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

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

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

Technologies & Software

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

Alternative Job Titles