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Automation Risk Analysis

Will “Engineering Associate” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Engineering Associate” 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%

“Engineering Associate” 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.

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

  • Direct aerospace research and development programs.

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

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

  • 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.

  • 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.

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

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

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

Technologies & Software

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

Alternative Job Titles