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Automation Risk Analysis

Will “Liquor Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Liquor Inspector” 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 Inspector” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles