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Automation Risk Analysis

Will “Bottled Beverage Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottled Beverage 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%

“Bottled Beverage 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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles