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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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles