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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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles