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Automation Risk Analysis

Will “Compounding Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #655 of 702. Estimated risk: 97.0%

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AI Exposure Risk

53%

“Compounding Scaler” 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%

“Compounding Scaler” 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

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

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

  • Saw felled trees into lengths.

  • 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.

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

  • Arrange for hauling of logs to appropriate mill sites.

  • Communicate with coworkers by signals to direct log movement.

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

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

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

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

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

Technologies & Software

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