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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

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

  • 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.

  • 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.

  • Maintain records of performance reports for future reference.

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

  • Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.

  • 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.

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

  • 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.

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

  • Direct aerospace research and development programs.

Technologies & Software

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

Alternative Job Titles