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Automation Risk Analysis

Will “Bottle Gauger” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottle Gauger” 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 Gauger” 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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles