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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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles