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Automation Risk Analysis

Will “Bottle Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottle Sorter” 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 Sorter” 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles