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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles