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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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

Alternative Job Titles