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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles