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Automation Risk Analysis

Will “Tile Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tile Grader” 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 Grader” 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, test, or measure materials, products, installations, or work for conformance to specifications.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles