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 Impact Summary
Log Graders and Scalers faces moderate AI displacement risk with a score of 46/100. This occupation has higher AI displacement risk than 93% of all analyzed occupations. Of 14 analyzed tasks, 6 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
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.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Log Graders and Scalers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
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
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% |
Protective Factors
Total protective discount: 27.3%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$46,710
per year
Mean Wage
$48,130
per year
Employment
3K
workers
Wage Range
$35,050 - $63,370
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Log Graders and Scalers professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change