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Automation Risk Analysis

Will “Bag Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bag 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%

“Bag 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles