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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles