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Automation Risk Analysis

Will “Filament Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Filament 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%

“Filament 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

Alternative Job Titles