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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles