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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles