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Automation Risk Analysis

Will “Barrel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Barrel 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%

“Barrel 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

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

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

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles