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AI Risk Comparison

Fallers vs Log Graders and Scalers

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
Fallers
Higher risk
Log Graders and Scalers
Risk gap
9 points
Agriculture & ForestryO*NET: 45-4021.00

Fallers

Use axes or chainsaws to fell trees using knowledge of tree characteristics and cutting techniques to control direction of fall and minimize tree damage.

AI Risk Score

62/100
High

Moderate risk: AI can reshape important parts of the role.

Automation factors

  • Measure felled trees and cut them into specified log lengths, using chain saws and axes.
  • Assess logs after cutting to ensure that the quality and length are correct.
  • Monitoring Processes, Materials, or Surroundings
  • Estimating the Quantifiable Characteristics of Products, Events, or Information

Top skills

Operation and Control3.38/5
Critical Thinking3.25/5
Monitoring3.25/5
Operations Monitoring3.25/5
Judgment and Decision Making3.00/5

Recommended career pivots

Tree Trimmers and Pruners85/100Logging Equipment Operators66/100Forest and Conservation Workers67/100Log Graders and Scalers71/100Sawing Machine Setters, Operators, and Tenders, Wood83/100
Agriculture & ForestryO*NET: 45-4023.00

Log Graders and Scalers

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.

AI Risk Score

71/100
High

High risk: many core tasks are exposed to automation.

Automation factors

  • Evaluate log characteristics and determine grades, using established criteria.
  • Record data about individual trees or load volumes into tally books or hand-held collection terminals.
  • Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.
  • Documenting/Recording Information
  • Estimating the Quantifiable Characteristics of Products, Events, or Information

Top skills

Active Listening3.25/5
Critical Thinking3.25/5
Speaking3.12/5
Writing3.00/5
Active Learning3.00/5

Recommended career pivots

Weighers, Measurers, Checkers, and Samplers, Recordkeeping74/100Inspectors, Testers, Sorters, Samplers, and Weighers91/100Graders and Sorters, Agricultural Products76/100Logging Equipment Operators66/100Laborers and Freight, Stock, and Material Movers, Hand83/100

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