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Automation Risk Analysis

Will “Fabric Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fabric 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%

“Fabric 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles