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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles