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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.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles