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Automation Risk Analysis

Will “Stave Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Stave 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%

“Stave 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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles