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Automation Risk Analysis

Will “Liquor Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Liquor 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%

“Liquor 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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles