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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles