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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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles