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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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles