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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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles