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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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles