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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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles