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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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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 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.

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles