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Automation Risk Analysis

Will “Ring Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ring Sorter” 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%

“Ring Sorter” 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles