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Automation Risk Analysis

Will “Service Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Service 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%

“Service 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 biofuel performance specifications to determine feasibility for aerospace applications.

  • Maintain records of performance reports for future reference.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

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

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

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

  • 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.

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

  • 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 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.

Technologies & Software

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

Alternative Job Titles