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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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles