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Automation Risk Analysis

Will “Locomotive Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Locomotive 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%

“Locomotive 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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles