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Automation Risk Analysis

Will “Roofing Tile Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roofing Tile 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%

“Roofing Tile 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles