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Automation Risk Analysis

Will “Stone Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Stone Grader” 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%

“Stone Grader” 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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles