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Automation Risk Analysis

Will “Crosstie Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Crosstie 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%

“Crosstie 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles