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Automation Risk Analysis

Will “Veneer Matcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Veneer Matcher” 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 Matcher” 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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles