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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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles