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Automation Risk Analysis

Will “Veneer Measurer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Veneer Measurer” 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 Measurer” 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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles