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Automation Risk Analysis

Will “Watch Train Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Watch Train 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%

“Watch Train 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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles