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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles