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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles