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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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles