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Automation Risk Analysis

Will “Gravel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Gravel 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%

“Gravel 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

  • 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.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles