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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles