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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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles