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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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles