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Automation Risk Analysis

Will “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%

“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%

“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 usable amounts of items in shipments.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles