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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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles