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Automation Risk Analysis

Will “Tile Shader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tile Shader” 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 Shader” 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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

Alternative Job Titles