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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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles