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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

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

  • 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.

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

  • 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.

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

  • Maintain records of performance reports for future reference.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles