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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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles