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Automation Risk Analysis

Will “Roller Bearing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roller Bearing 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%

“Roller Bearing 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles