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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

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

  • 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.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles