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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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles