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Automation Risk Analysis

Will “Tile Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tile Picker” 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 Picker” 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

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

  • 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.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles