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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles