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Automation Risk Analysis

Will “Embedded Software Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Embedded Software 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%

“Embedded Software 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.

  • 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 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.

  • 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.

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles