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Automation Risk Analysis

Will “Test Facility Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Test Facility 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%

“Test Facility 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

  • 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.

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

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

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

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

  • 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.

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

  • Direct aerospace research and development programs.

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

Technologies & Software

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

Alternative Job Titles