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Automation Risk Analysis

Will “Glass Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glass Checker” 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 Checker” 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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles