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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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

Technologies & Software

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

Alternative Job Titles