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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles