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Automation Risk Analysis

Will “Tank Car Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tank Car 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%

“Tank Car 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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles