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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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles