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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles