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Automation Risk Analysis

Will “Carbonation Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Carbonation 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%

“Carbonation 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles