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Automation Risk Analysis

Will “Roll Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roll Examiner” 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%

“Roll Examiner” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles