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Automation Risk Analysis

Will “Shell Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shell 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%

“Shell 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles