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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

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

  • 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.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles