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Automation Risk Analysis

Will “Woodwind Instruments Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Woodwind Instruments Inspector” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Woodwind Instruments Inspector” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Recommend necessary corrective actions, based on inspection results.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Analyze test data, making computations as necessary, to determine test results.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Compute defect percentages or averages, using formulas and calculators.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Notify supervisors or other personnel of production problems.

  • Collect or select samples for testing or for use as models.

Technologies & Software

  • Extensible markup language XML
  • Dassault Systemes SolidWorks
  • Microsoft Excel
  • Cybermetrics GAGETrak
  • Structured query language SQL
  • Microsoft Office software
  • Rockwell Automation AI
  • Wilcox Associates PC-DMIS Inspection Planner
  • Llama (Meta)
  • Atlassian JIRA
  • Microsoft Access
  • Data analysis software
  • R
  • Database software
  • Microsoft SharePoint
  • Coordinate measuring machine software
  • Verisurf Metrology
  • Autodesk AutoCAD
  • Selenium
  • Microsoft Outlook
  • Mastercam computer-aided design and manufacturing software
  • Mastercam Design
  • Skype
  • Minitab
  • IBM Notes
  • Nova (Amazon)
  • Apache Hive
  • IBM Lotus Notes
  • Microsoft Visio
  • Grok (xAI)
  • Microsoft PowerPoint
  • Apache Pig
  • Computer assisted design software
  • SAP software
  • Kimi (Moonshot AI)
  • ABB AI Robotics
  • Design of experiments DOE software
  • Sight Machine AI
  • Medical condition coding software
  • DeepSeek
  • ChatGPT (OpenAI)
  • Statistical process control SPC data collection devices
  • Siemens Industrial AI
  • Data entry software
  • The MathWorks MATLAB
  • Claude (Anthropic)
  • Qwen (Alibaba)
  • Dassault Systemes CATIA
  • FileMaker Pro
  • Label inspection systems
  • Gemini (Google)
  • Inspection marking systems
  • Mistral (Mistral AI)
  • Tolerance analysis software
  • Cognex Vision AI
  • Computer-aided inspection software
  • Microsoft Word
  • Sorting machines
  • Utrasonic flaw detectors
  • Frequency meters
  • Forklifts
  • Backplane testers
  • Bubble leak testers
  • Compression testers
  • Mass flow leak testers
  • Pulse generators
  • Resonance acceleration instruments
  • Digital resistance thermometers
  • Logic test systems
  • Thread gauges
  • Calipers
  • Calorimetric leak testers
  • Optical gauges
  • Magnetic particle flaw detectors
  • Viscometers
  • Fatigue testers
  • In-circuit testers
  • Bit error rate testers BERT
  • Measuring microscopes
  • Frequency counters
  • Pin gauges
  • Sampling oscilloscopes
  • Eddy current probes
  • Capacitive acceleration instruments
  • Laser shearography flaw detectors
  • Micrometers
  • Hydraulic lifts
  • Environmental chambers
  • Return loss calibrator RLC passive component testers
  • Plug gauges
  • Coordinate measuring machines CMM
  • Depth gauges
  • Function generators
  • Laser thickness gauges
  • Radiographic flaw detectors
  • Beta gauges
  • Magnetic induction acceleration instruments
  • Digital multimeters
  • Linear or mixed signal equipment
  • Eddy current flaw detectors
  • Optical comparators
  • Penetrant flaw detectors
  • Continuity testers
  • Resistivity meters
  • Verisurf CMM Master
  • Shear testers
  • Vibration and shaker systems
  • Null-balance acceleration instruments
  • Creep and stress relaxation testers
  • Manufacturing defect analyzers MDA
  • Signal generators
  • Industrial bench scales
  • Strain gauges
  • Hydraulic pumps
  • Holographic interferometers
  • Overhead cranes
  • Ductility testers
  • Impact hammers
  • Printed circuit board PCB testers
  • Personal computers
  • Force transducers
  • Resistance meters
  • Plotters
  • Hardness testers
  • Moisture meters
  • Verisurf Master3DGage
  • Tensile testers
  • Shock testers
  • Impact toughness testers
  • Color spectrometers
  • Gloss meters
  • Piezoelectric acceleration instruments
  • Metallurgical microscopes
  • Hipot testers
  • Direct current DC power testers
  • Conductivity meters
  • Multimeters
  • Height gauges
  • Verisurf 3Dgage
  • Digital voltmeters DVM
  • Pi tapes
  • Power meters
  • Digital resistance meters
  • Ammeters
  • Accelerometers

Alternative Job Titles