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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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • 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.

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  • Coordinate measuring machine software
  • Microsoft Office software
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  • Apache Pig
  • FileMaker Pro
  • Verisurf Metrology
  • Wilcox Associates PC-DMIS Inspection Planner
  • Label inspection systems
  • ABB AI Robotics
  • Data entry software
  • Piezoelectric acceleration instruments
  • Impact toughness testers
  • Environmental chambers
  • Hipot testers
  • Digital resistance meters
  • Thread gauges
  • Pin gauges
  • Strain gauges
  • Sampling oscilloscopes
  • Resistance meters
  • Hardness testers
  • Mass flow leak testers
  • Utrasonic flaw detectors
  • Resonance acceleration instruments
  • Sorting machines
  • Force transducers
  • Plug gauges
  • Eddy current probes
  • Pi tapes
  • Shock testers
  • Conductivity meters
  • Plotters
  • Bubble leak testers
  • Digital multimeters
  • Digital resistance thermometers
  • Beta gauges
  • Forklifts
  • Creep and stress relaxation testers
  • Fatigue testers
  • Logic test systems
  • Penetrant flaw detectors
  • Micrometers
  • Capacitive acceleration instruments
  • Printed circuit board PCB testers
  • Verisurf Master3DGage
  • Function generators
  • Radiographic flaw detectors
  • Optical comparators
  • Ammeters
  • Frequency meters
  • Gloss meters
  • Bit error rate testers BERT
  • Laser thickness gauges
  • Calipers
  • Multimeters
  • Laser shearography flaw detectors
  • Return loss calibrator RLC passive component testers
  • Overhead cranes
  • Digital voltmeters DVM
  • Accelerometers
  • Linear or mixed signal equipment
  • Metallurgical microscopes
  • Eddy current flaw detectors
  • Verisurf 3Dgage
  • Hydraulic pumps
  • Backplane testers
  • Industrial bench scales
  • Hydraulic lifts
  • In-circuit testers
  • Tensile testers
  • Magnetic particle flaw detectors
  • Power meters
  • Pulse generators
  • Signal generators
  • Optical gauges
  • Depth gauges
  • Manufacturing defect analyzers MDA
  • Ductility testers
  • Holographic interferometers
  • Moisture meters
  • Null-balance acceleration instruments
  • Resistivity meters
  • Continuity testers
  • Impact hammers
  • Coordinate measuring machines CMM
  • Magnetic induction acceleration instruments
  • Shear testers
  • Height gauges
  • Direct current DC power testers
  • Compression testers
  • Calorimetric leak testers
  • Measuring microscopes
  • Vibration and shaker systems
  • Color spectrometers
  • Personal computers
  • Verisurf CMM Master
  • Frequency counters
  • Viscometers

Alternative Job Titles