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Automation Risk Analysis

Will “Ballast Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ballast 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%

“Ballast 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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles