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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles