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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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles