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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles