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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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles