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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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles