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Automation Risk Analysis

Will “Bottle Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bottle Tester” 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 Tester” 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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles