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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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles