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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles