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Automation Risk Analysis

Will “Bottle Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottle Selector” 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 Selector” 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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles