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Automation Risk Analysis

Will “Field 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 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 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

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

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

  • Direct aerospace research and development programs.

  • Maintain records of performance reports for future reference.

  • 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.

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

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

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

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

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

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

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

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

Technologies & Software

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

Alternative Job Titles