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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

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

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

  • 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.

  • 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.

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

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Direct aerospace research and development programs.

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

Technologies & Software

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

Alternative Job Titles