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Automation Risk Analysis

Will “Transformer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Transformer Tester” 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%

“Transformer Tester” 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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles