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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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles