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Automation Risk Analysis

Will “Motors and Generators Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Motors and Generators 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%

“Motors and Generators 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

  • 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.

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles