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Automation Risk Analysis

Will “Rag Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rag Picker” 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 Picker” 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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles