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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles