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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles