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Automation Risk Analysis

Will “Timber Buyer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #655 of 702. Estimated risk: 97.0%

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AI Exposure Risk

53%

“Timber Buyer” 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 53% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

55%

“Timber Buyer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 55% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Log Graders and Scalers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Grade logs or estimate the marketable content or value of logs or pulpwood in sorting yards, millpond, log deck, or similar locations. Inspect logs for defects or measure logs to determine volume.

Avg. Annual Salary $48,130
Avg. Hourly Wage $23.14
Available Jobs (US) 3,310
Job Title & Hierarchy Code (SOC) Log Graders and Scalers #45-4023
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Log Graders and Scalers”

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Core Skills & Abilities

  • Drive to sawmills, wharfs, or skids to inspect logs or pulpwood.

  • Communicate with coworkers by signals to direct log movement.

  • Weigh log trucks before and after unloading, and record load weights and supplier identities.

  • Jab logs with metal ends of scale sticks, and inspect logs to ascertain characteristics or defects such as water damage, splits, knots, broken ends, rotten areas, twists, and curves.

  • Paint identification marks of specified colors on logs to identify grades or species, using spray cans, or call out grades to log markers.

  • Arrange for hauling of logs to appropriate mill sites.

  • Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing.

  • Evaluate log characteristics and determine grades, using established criteria.

  • Saw felled trees into lengths.

  • Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.

  • Record data about individual trees or load volumes into tally books or hand-held collection terminals.

  • Measure log lengths and mark boles for bucking into logs, according to specifications.

Technologies & Software

  • John Deere AI
  • Microsoft Excel
  • Microsoft Word
  • AS/400 Database
  • Grok (xAI)
  • Mistral (Mistral AI)
  • Gemini (Google)
  • Qwen (Alibaba)
  • Kimi (Moonshot AI)
  • Nova (Amazon)
  • DeepSeek
  • Climate FieldView
  • Word processing software
  • Microsoft Access
  • Microsoft Office software
  • Blue River Technology AI
  • Llama (Meta)
  • Microsoft Outlook
  • Atterbury Consultants SuperACE/FLIPS
  • Enterprise resource planning ERP software
  • Microsoft PowerPoint
  • Claude (Anthropic)
  • Microsoft Windows
  • Taranis AI
  • Customer relationship management CRM software
  • ChatGPT (OpenAI)
  • SAP software
  • 3D laser scanning systems
  • Log calipers
  • Light curtains
  • Laptop computers
  • Digital measuring wheels
  • Single-bit hatchets
  • Chain saws
  • Log counters
  • Hand calculators
  • Handheld computers
  • Lumber crayons
  • Forestry safety glasses
  • Personal computers
  • Forestry hard hats
  • Tree scale sticks
  • X-ray log scanners
  • Logger tapes
  • Safety whistles
  • Log truck scales
  • Ball peen hammers
  • Wood moisture meters
  • Tablet computers