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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles