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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles