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.
How AI Impacts Each Task
14 tasks analyzed
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.
Paint identification marks of specified colors on logs to identify grades or species, using spray cans, or call out grades to log markers.
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.
Weigh log trucks before and after unloading, and record load weights and supplier identities.
Arrange for hauling of logs to appropriate mill sites.
Measure log lengths and mark boles for bucking into logs, according to specifications.
Communicate with coworkers by using signals to direct log movement.
Drive to sawmills, wharfs, or skids to inspect logs or pulpwood.
Saw felled trees into lengths.
Tend conveyor chains that move logs to and from scaling stations.
Move logs using heavy equipment such as log loaders.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Evaluate log characteristics and determine grades, using established criteria. | 87Estimated | 84.0% | 15% | |
| Record data about individual trees or load volumes into tally books or hand-held collection terminals. | 92Estimated | 86.0% | 12% | |
| Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables. | 92Estimated | 86.0% | 15% | |
| Paint identification marks of specified colors on logs to identify grades or species, using spray cans, or call out grades to log markers. | 45Estimated | 51.0% | 7% | |
| 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. | 10Estimated | 13.0% | 10% | |
| Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing. | 87Estimated | 84.0% | 5% | |
| Weigh log trucks before and after unloading, and record load weights and supplier identities. | 97Estimated | 88.0% | 5% | |
| Arrange for hauling of logs to appropriate mill sites. | 87Estimated | 84.0% | 4% | |
| Measure log lengths and mark boles for bucking into logs, according to specifications. | 50Estimated | 53.0% | 5% | |
| Communicate with coworkers by using signals to direct log movement. | 35Estimated | 47.0% | 5% | |
| Drive to sawmills, wharfs, or skids to inspect logs or pulpwood. | 10Estimated | 13.0% | 5% | |
| Saw felled trees into lengths. | 45Estimated | 51.0% | 4% | |
| Tend conveyor chains that move logs to and from scaling stations. | 40Estimated | 49.0% | 4% | |
| Move logs using heavy equipment such as log loaders. | 30Estimated | 45.0% | 4% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
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Score History
Risk score over 2 scoring runs
overall change
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis