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Automation Risk Analysis

Will “Barrel Assembly 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 Assembly 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 Assembly 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles