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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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles