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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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles