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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles