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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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles