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Automation Risk Analysis

Will “Fiberglass Quality Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fiberglass Quality Technician” 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%

“Fiberglass Quality Technician” 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles