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Automation Risk Analysis

Will “Glass Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glass 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%

“Glass 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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles