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Automation Risk Analysis

Will “Glued Wood Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glued Wood Tester” 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%

“Glued Wood Tester” 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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles