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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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles