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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles