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Automation Risk Analysis

Will “Systems Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Systems 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%

“Systems 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

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

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

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

  • Maintain records of performance reports for future reference.

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles