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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

Technologies & Software

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

Alternative Job Titles