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Automation Risk Analysis

Will “Nut Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Nut 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%

“Nut 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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles