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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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles