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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles