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Automation Risk Analysis

Will “Veneer 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%

“Veneer 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%

“Veneer 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles