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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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles