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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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

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

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

Technologies & Software

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

Alternative Job Titles