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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

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

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

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

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

  • 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.

  • 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 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.

  • Design or engineer filtration systems that reduce harmful emissions.

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles