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Automation Risk Analysis

Will “Wind Tunnel Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #290 of 702. Estimated risk: 48.0%

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AI Exposure Risk

46%

“Wind Tunnel Technician” will probably not 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 46% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

46%

“Wind Tunnel Technician” 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 46% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Aerospace Engineering and Operations Technologists and Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate, install, adjust, and maintain integrated computer/communications systems, consoles, simulators, and other data acquisition, test, and measurement instruments and equipment, which are used to launch, track, position, and evaluate air and space vehicles. May record and interpret test data.

Avg. Annual Salary $86,330
Avg. Hourly Wage $41.50
Available Jobs (US) 9,060
Job Title & Hierarchy Code (SOC) Aerospace Engineering and Operations Technologists and Technicians #17-3021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Aerospace Engineering and Operations Technologists and Technicians”

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Core Skills & Abilities

  • Record and interpret test data on parts, assemblies, and mechanisms.

  • Finish vehicle instrumentation and deinstrumentation.

  • Adjust, repair, or replace faulty components of test setups and equipment.

  • Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.

  • Design electrical and mechanical systems for avionic instrumentation applications.

  • Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.

  • Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.

  • Construct and maintain test facilities for aircraft parts and systems, according to specifications.

  • Confer with engineering personnel regarding details and implications of test procedures and results.

  • Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.

  • Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.

Technologies & Software

  • Linux
  • Microsoft Excel
  • Data acquisition software
  • C++
  • Computerized numerical control CNC software
  • AutoCAD AI
  • Debugging software
  • Vibration analysis software
  • Python
  • Microsoft Outlook
  • Job control language JCL
  • Oracle Java
  • SAP software
  • Computer aided design CAD software
  • Enterprise resource planning ERP software
  • National Instruments LabVIEW
  • Perplexity AI
  • Microsoft Access
  • Hewlett Packard LoadRunner
  • GitHub Copilot
  • UNIX
  • Microsoft Visio
  • Dassault Systemes CATIA
  • Structured query language SQL
  • Selenium
  • ANSYS AI Simulation
  • Red Hat Enterprise Linux
  • Apache Hadoop
  • Autodesk AutoCAD
  • Microsoft Project
  • Customer information control system CICS
  • Microsoft Word
  • JavaScript
  • Dassault Systemes SolidWorks
  • Microsoft SharePoint
  • Microsoft PowerPoint
  • Oracle Database
  • Word processing software
  • Graphical user interface GUI design software
  • Gemini Code Assist
  • Atlassian JIRA
  • Microsoft Office software
  • Extensible markup language XML
  • Microsoft SQL Server
  • Bugzilla
  • Apache JMeter
  • JUnit
  • Autodesk AI
  • Inventory software
  • ChatGPT (OpenAI)
  • Drill presses
  • Allen wrenches
  • Shot peening equipment
  • Bleeder wrenches
  • Center punches
  • Theodolites
  • V blocks
  • Snap gauges
  • Welding torches
  • Aviation snips
  • Eddy current inspection equipment
  • Socket wrenches
  • Aligning punches
  • Gamma ray testing equipment
  • Knife files
  • Forklifts
  • Hook spanner wrenches
  • Magnetic particle inspection equipment
  • Safety goggles
  • Offset screwdrivers
  • Vertical turret lathes VTL
  • Fluorescent penetrant inspection equipment
  • Terminal computers
  • Split dies
  • Flat head screwdrivers
  • Flat files
  • Go/no-go gauges
  • Shakers
  • Scaffolding
  • Electronic torque testers
  • Twist drills
  • Vibration tables
  • Computerized numerical control CNC lathes
  • Power screwdrivers
  • Thickness gauges
  • Torx drivers
  • Bore gauges
  • Computer numerical controlled CNC milling machines
  • Box end wrenches
  • Hand snips
  • Purifying respirators
  • Brazing equipment
  • Gyroscopes
  • Riveting tools
  • Open end wrenches
  • Telescopes
  • Spring calipers
  • Alignment squares
  • Vixen files
  • Dial calipers
  • Digital calipers
  • Depth micrometers
  • Borescopes
  • Dye penetrant inspection equipment
  • Digital force gauges
  • Half-round files
  • Steel rules
  • Digital height gauges
  • Multi-axis mills
  • Bottoming taps
  • Telescoping gauges
  • Hydrasets
  • Digital torque wrenches
  • Paint booths
  • Skin mills
  • Safety lanyards
  • Strain gauge balances
  • Accelerometers
  • Depth gauges
  • Straight chisels
  • Force transducers
  • Soft face hammers
  • Air-supplying respirators
  • Prick punches
  • Thermocouples
  • Drive punches
  • Vibration testers
  • Hacksaws
  • Mallets
  • Impact hammers
  • Countersinks
  • Body harnesses
  • Soldering irons
  • Voltmeters
  • Vibration transducers
  • Combination wrenches
  • Protractors
  • Shielded arc welding tools
  • Plug taps
  • Wire crimpers
  • Infrared inspection equipment
  • Straightedges
  • Tri-squares
  • Adjustable wrenches
  • Personal computers
  • Layout compasses
  • Bubble emission inspection equipment
  • Ultrasonic inspection equipment
  • Pin punches
  • Planer gauges
  • Gas arc welding equipment
  • Small hole gauges
  • Coordinate measuring machines CMM
  • Thread gauges
  • Ball peen hammers
  • Round files
  • X ray inspection equipment
  • Scribers
  • Precision files
  • Flow meters
  • Gantry mills
  • Safety wire pliers
  • Dividers
  • Lasers
  • Annealing ovens
  • Brazing hearths
  • Taper taps
  • Micrometers
  • Accelerometer sensors
  • Gauge blocks
  • Vernier calipers
  • Pressure gauges
  • Torque wrenches
  • Bench vises
  • Reed and Prince screwdrivers
  • Mill files
  • Plug gauges
  • Overhead cranes
  • Pyrotechnic initiators
  • Fire extinguishers
  • Mass spectrometers
  • Air drills