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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles