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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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

  • Maintain records of performance reports for future reference.

  • Direct aerospace research and development programs.

  • Design or engineer filtration systems that reduce harmful emissions.

Technologies & Software

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

Alternative Job Titles