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Automation Risk Analysis

Will “Power Transformer Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Power Transformer 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%

“Power Transformer 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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles