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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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles