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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles