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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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles