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Automation Risk Analysis

Will “Fiberglass Product Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fiberglass Product Tester” 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 Product Tester” 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles