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Automation Risk Analysis

Will “Weight Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Weight 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%

“Weight 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

  • 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.

  • 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.

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

  • Direct aerospace research and development programs.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles