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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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

  • 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.

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

  • Maintain records of performance reports for future reference.

Technologies & Software

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

Alternative Job Titles