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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

Technologies & Software

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

Alternative Job Titles