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Automation Risk Analysis

Will “Helicopter Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Helicopter 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%

“Helicopter 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

  • 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.

  • Maintain records of performance reports for future reference.

  • 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.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • Direct aerospace research and development programs.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles