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Automation Risk Analysis

Will “Belting and Webbing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Belting and Webbing 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%

“Belting and Webbing 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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles