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Automation Risk Analysis

Will “Glass Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glass Selector” 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 Selector” 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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles