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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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  • Atlassian JIRA
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  • Inspection marking systems
  • R
  • Data analysis software
  • Apache Hive
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  • Microsoft Word
  • Structured query language SQL
  • Data entry software
  • Extensible markup language XML
  • Siemens Industrial AI
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  • Database software
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  • Verisurf Metrology
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  • Coordinate measuring machine software
  • Tolerance analysis software
  • Dassault Systemes CATIA
  • The MathWorks MATLAB
  • Microsoft Outlook
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  • Sorting machines
  • Hydraulic pumps
  • Color spectrometers
  • Verisurf CMM Master
  • Hydraulic lifts
  • Force transducers
  • Beta gauges
  • Multimeters
  • Function generators
  • Plug gauges
  • Industrial bench scales
  • Radiographic flaw detectors
  • Piezoelectric acceleration instruments
  • Creep and stress relaxation testers
  • Pulse generators
  • Ductility testers
  • Mass flow leak testers
  • Magnetic particle flaw detectors
  • In-circuit testers
  • Verisurf 3Dgage
  • Capacitive acceleration instruments
  • Personal computers
  • Environmental chambers
  • Plotters
  • Laser shearography flaw detectors
  • Conductivity meters
  • Viscometers
  • Sampling oscilloscopes
  • Frequency meters
  • Bit error rate testers BERT
  • Return loss calibrator RLC passive component testers
  • Eddy current probes
  • Penetrant flaw detectors
  • Printed circuit board PCB testers
  • Micrometers
  • Moisture meters
  • Holographic interferometers
  • Verisurf Master3DGage
  • Optical comparators
  • Tensile testers
  • Resistance meters
  • Coordinate measuring machines CMM
  • Calipers
  • Linear or mixed signal equipment
  • Eddy current flaw detectors
  • Impact toughness testers
  • Utrasonic flaw detectors
  • Depth gauges
  • Thread gauges
  • Overhead cranes
  • Digital resistance thermometers
  • Continuity testers
  • Bubble leak testers
  • Backplane testers
  • Resonance acceleration instruments
  • Optical gauges
  • Gloss meters
  • Fatigue testers
  • Measuring microscopes
  • Forklifts
  • Hardness testers
  • Calorimetric leak testers
  • Compression testers
  • Vibration and shaker systems
  • Null-balance acceleration instruments
  • Manufacturing defect analyzers MDA
  • Pin gauges
  • Metallurgical microscopes
  • Resistivity meters
  • Shock testers
  • Hipot testers
  • Digital multimeters
  • Strain gauges
  • Frequency counters
  • Direct current DC power testers
  • Digital resistance meters
  • Accelerometers
  • Magnetic induction acceleration instruments
  • Ammeters
  • Impact hammers
  • Laser thickness gauges
  • Power meters
  • Digital voltmeters DVM
  • Height gauges
  • Shear testers
  • Logic test systems
  • Signal generators
  • Pi tapes

Alternative Job Titles