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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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles