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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.

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles