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Automation Risk Analysis

Will “Yard Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Yard 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%

“Yard 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.

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles