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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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles