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Automation Risk Analysis

Will “Veneer 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 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 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles