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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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles