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Automation Risk Analysis

Will “Shingle Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shingle Grader” 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%

“Shingle Grader” 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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles