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Automation Risk Analysis

Will “Weaving Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Weaving 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%

“Weaving 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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles