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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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles