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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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles