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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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles