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Automation Risk Analysis

Will “Belt Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Belt Picker” 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%

“Belt Picker” 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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles