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Automation Risk Analysis

Will “Tea Taster” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tea Taster” 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%

“Tea Taster” 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

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

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

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

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

  • 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.

  • 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.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles