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Automation Risk Analysis

Will “Switch Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Switch 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%

“Switch 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles