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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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles