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Automation Risk Analysis

Will “Glassware Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glassware 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%

“Glassware 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

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles