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Automation Risk Analysis

Will “Field 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%

“Field 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%

“Field 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 and approve selection of vendors by studying past performance or new advertisements.

  • 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.

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

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

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

  • 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.

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

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

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

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

  • Maintain records of performance reports for future reference.

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

Technologies & Software

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

Alternative Job Titles