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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • 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.

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

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles