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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles