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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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles