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Automation Risk Analysis

Will “Bottle 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 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 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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles