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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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles