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Automation Risk Analysis

Will “Wood Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wood Inspector” 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%

“Wood Inspector” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles