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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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles