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Automation Risk Analysis

Will “Bottle and Glass Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottle and Glass Inspector” 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%

“Bottle and Glass Inspector” 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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles