Occupation
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.
Is Log Graders and Scalers a safe career from AI?
Log Graders and Scalers scores 52 out of 100 for AI exposure, which is low. Most of what this job involves is not the kind of task current AI systems are good at, largely because it happens in a physical place rather than on a screen.
Its human advantage score is 52. There is a real physical and in-person component to this work, alongside a good deal that could be done from anywhere. Market demand scores 46 out of 100, combining how many of these jobs exist with where that number is heading. The Bureau of Labor Statistics projects employment falling 2.2% over ten years.
What Log Graders and Scalers pay
The median wage is $46,710 a year. The lower quarter earns under $38,390 and the upper quarter over $56,200. About 3,310 people do this work in the United States.
Where Log Graders and Scalers can go next
Occupations that share most of what this job already requires, ranked by how much carries over.
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Show me where to goWhere this comes from
Work content and transitions from O*NET, the US Department of Labor's occupational database. Wages and employment projections from the Bureau of Labor Statistics. AI exposure from published research measuring which occupations current AI capabilities overlap with. None of it is a forecast, and none of these numbers are ours: they are public data, put next to each other.