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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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles