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Automation Risk Analysis

Will “Spacecraft Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Spacecraft 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%

“Spacecraft 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.

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

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

  • Maintain records of performance reports for future reference.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

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

  • Direct aerospace research and development programs.

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles