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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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles