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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

  • 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.

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

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

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

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

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles