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Automation Risk Analysis

Will “Shingle Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shingle Inspector” 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 Inspector” 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.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles