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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 defect percentages or averages, using formulas and calculators.

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles