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Automation Risk Analysis

Will “Test Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Test Analyst” 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 Analyst” 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

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

  • 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.

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

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

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

  • 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.

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

  • Direct aerospace research and development programs.

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

Technologies & Software

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

Alternative Job Titles