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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

  • 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.

  • 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.

  • 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.

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

  • 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.

  • 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.

  • Direct aerospace research and development programs.

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

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

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

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

Technologies & Software

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

Alternative Job Titles