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Automation Risk Analysis

Will “Crust Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Crust 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%

“Crust 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles