Will log graders be replaced by AI?
Updated
Log graders score 23 out of 100 for AI exposure. 55% of their task time needs a person. AI helps with the other 45%.
- 45% AI helps
- 55% Needs a person
Low exposure
Lower than 75% of the 923 jobs we scored.
Task by task
We graded 12 tasks, most exposed first. AI can't fully do any of them yet. It helps with 5 and leaves 7 to people.
| Task | AI exposure |
|---|---|
| Record data about individual trees or load volumes into tally books or hand-held collection terminals. Software and voice tools can speed field data entry. | 55% AI helps |
| Arrange for hauling of logs to appropriate mill sites. Scheduling and hauler messages can be software assisted. | 55% AI helps |
| Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables. Calculations and conversions are software friendly; measuring stays physical. | 35% AI helps |
| Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing. Defect calls need inspection, paperwork and routing can be assisted. | 30% AI helps |
| Weigh log trucks before and after unloading, and record load weights and supplier identities. Scale hardware weighs loads; software can handle ticket records. | 25% AI helps |
| Evaluate log characteristics and determine grades, using established criteria. Grading needs in person inspection of real logs. | 15% Needs a person |
| 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. Replaced 'manually' with 'with hands'. | 8% Needs a person |
| Measure log lengths and mark boles for bucking into logs, according to specifications. Measuring and marking boles in the woods is physical work. | 8% Needs a person |
| Paint identification marks of specified colors on logs to identify grades or species, using spray cans, or call out grades to log markers. Spray painting logs is physical work done outdoors. | 5% Needs a person |
| Drive to sawmills, wharfs, or skids to inspect logs or pulpwood. Driving to yards and inspecting piles is physical field work. | 5% Needs a person |
| Communicate with coworkers by signals to direct log movement. Hand signals to direct moving logs are live physical coordination. | 4% Needs a person |
| Saw felled trees into lengths. Chainsaw bucking is hands on, physically hazardous work. | 2% Needs a person |
How log graders compare
All jobs (923)
Farming, fishing and forestry (12)
Pay and outlook in the US
- Median pay
- $46,330 a year, May 2025
- People employed
- 3,070 in the US, May 2025
- Projected change in jobs
- -2.2% from 2024 to 2034
Skills to build
- Grade logs in person against mill specifications
- Calculate log volumes and values in Microsoft Excel
- Identify water damage, splits, knots and rot manually
- Record load weights and supplier tickets in SAP software
- Flag substandard logs for regrading or return to shippers
- Run Atterbury Consultants SuperACE/FLIPS for yard records
Safer roles nearby
5 related jobs with lower scores.
Questions about log graders and AI
Will AI replace log graders?
Partly. About 2 in 10 working hours of a log grader's day go to tasks AI can already do, mostly recording tree and load data into tally books and arranging log hauling to mill sites. Measuring, inspecting and grading stay with people because they need hands on work with real logs.
Which log grader tasks is AI taking over?
Recording tree and load data into tally books or hand-held terminals scores 55 on exposure, so software and voice tools can speed field entry. Arranging log hauling to mill sites also scores 55, because scheduling and hauler messages can be software assisted. Truck weight tickets score 25 and can move into software records.
Which log grader tasks stay with people?
Sawing felled trees into lengths scores 2 on exposure because chainsaw bucking is hands on and physically hazardous. Jabbing logs with scale sticks and inspecting for splits, knots and rot scores 8 because it is physical sensory work. Hand signals that direct log movement score 4 since they are live physical coordination.
How can log graders stay valuable?
Keep grading skill sharp, since in-person inspection of real logs holds grading at exposure 15. Use Microsoft Excel to check volume and conversion calculations against your field measurements. Enter weights and supplier details into SAP software or the AS/400 Database so ticket errors get caught early. Learn the Atterbury SuperACE/FLIPS system so you can work in the same records the yard uses.
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