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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles