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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles