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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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles