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Automation Risk Analysis

Will “Bead Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bead Inspector” 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%

“Bead Inspector” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles