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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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles