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Automation Risk Analysis

Will “Winding Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Winding 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%

“Winding 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles