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Automation Risk Analysis

Will “Timber Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Timber 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%

“Timber 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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles