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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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles