Log grader or scaler
Grades logs and estimates their usable amount or value in sorting yards and mills, checking for defects and measuring volume.
Will AI replace log grader or scaler jobs?
AI changes jobs more often than it replaces them. How much AI can help with this work: Low. More AI overlap than 16 in 100 jobs. AI touches a small part of this work. Most of the job happens with your hands, your body or in person. 0% of this job’s working time is already spent on tasks people bring to AI at work (Anthropic Economic Index). Based on Microsoft research on real AI use at work, matched to the tasks of each job in O*NET.
What AI already helps with
- Measure logs to work out volume, weight, size, and value
- Judge log traits and decide grades using set standards
- Record tree or load data in tally books or handheld devices
What stays human
- Jab logs with scale sticks and check for damage, splits, and rot
- Paint colored marks on logs to show grade or species
- Measure log lengths and mark where to cut them
10-year outlook · USA
Expected change in the number of these jobs by 2035: -2.2%. Typical pay: $46,330 a year. US Bureau of Labor Statistics. German figures differ, but the direction is usually similar.
Try Log grader or scaler for a day
MAYBE finds someone who does this work and sets up a real day with them. You see the job up close, including how AI shows up in it, and then we help you make sense of what you felt.