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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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles