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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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles