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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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles