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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles