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Automation Risk Analysis

Will “Plywood Stock Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Plywood Stock 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%

“Plywood Stock 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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles