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Automation Risk Analysis

Will “Basket Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Basket 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%

“Basket 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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles