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Automation Risk Analysis

Will “Barrelhead Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Barrelhead 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%

“Barrelhead 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles