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Automation Risk Analysis

Will “Rag Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rag 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%

“Rag 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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles