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Automation Risk Analysis

Will “Substation Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Substation 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%

“Substation 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles