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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles