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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

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

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

  • 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.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles