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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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles