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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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles