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Automation Risk Analysis

Will “Stock Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Stock 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%

“Stock 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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles