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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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles