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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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles