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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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles