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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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles