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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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles