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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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • 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.

Technologies & Software

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

Alternative Job Titles