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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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles