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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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles