AITakeover Tracker
33%medium risk

First-Line Supervisors of Logging Workers

Directly supervise and coordinate activities of logging workers.

Green Increased DemandHigher risk than 54% of occupations

AI Impact Summary

First-Line Supervisors of Logging Workers faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 54% of all analyzed occupations. Of 13 analyzed tasks, 5 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)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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)

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

MonitoringJudgment and Decision MakingCritical ThinkingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to First-Line Supervisors of Logging Workers 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.3pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.3pt risk+$3K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.9pt risk+$4K/yr salary

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

Less than High School30%
High School Diploma46%
Some College4%
Bachelor's Degree20%

Prior Experience Needed

Work experience required to enter this job

None4%
1-3 months5%
3-6 months12%
6 months - 1 year2%
1-2 years29%
2-4 years17%
4-6 years11%
6-8 years16%
8-10 years3%

Training Provided After Hiring

How long it typically takes to learn on the job

None6%
Up to 1 month30%
1-3 months19%
3-6 months8%
6 months - 1 year22%
1-2 years8%
4-6 years5%
6-8 years3%

How AI Impacts Each Task

13 tasks analyzed

Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations.

Risk: 21.0%AI: 15EstimatedTime: 10%

Monitor logging operations to identify and solve problems, improve work methods, and ensure compliance with safety, company, and government regulations.

Risk: 39.0%AI: 30EstimatedTime: 10%

Change logging operations or methods to eliminate unsafe conditions.

Risk: 39.0%AI: 30EstimatedTime: 5%

Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations.

Risk: 21.0%AI: 15EstimatedTime: 8%

Assign to workers duties such as trees to be cut, cutting sequences and specifications, or loading of trucks, railcars, or rafts.

Risk: 27.0%AI: 30EstimatedTime: 7%

Supervise or coordinate the activities of workers engaged in logging operations or silvicultural operations.

Risk: 23.0%AI: 20EstimatedTime: 15%

Plan or schedule logging operations, such as felling or bucking trees or grading, sorting, yarding, or loading logs.

Risk: 84.0%AI: 87EstimatedTime: 8%

Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules.

Risk: 27.0%AI: 30EstimatedTime: 5%

Determine logging operation methods, crew sizes, or equipment requirements, conferring with mill, company, or forestry officials as necessary.

Risk: 47.0%AI: 50EstimatedTime: 7%

Coordinate dismantling, moving, and setting up equipment at new work sites.

Risk: 78.0%AI: 72EstimatedTime: 5%

Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.

Risk: 84.0%AI: 87EstimatedTime: 5%

Schedule work crews, equipment, or transportation for several different work locations.

Risk: 85.2%AI: 90EstimatedTime: 5%

Prepare production or personnel time records for management.

Risk: 87.2%AI: 95EstimatedTime: 10%

Protective Factors

Total protective discount: 31.2%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityIntegrityCooperationLeadershipInitiativeStress ToleranceAttention to DetailIndependenceSelf ControlPersistenceAdaptability/FlexibilityAchievement/Effort

Wage & Employment (2024)

Median Wage

$59,330

per year

Mean Wage

$63,360

per year

Employment

30K

workers

Wage Range

$39,610 - $90,840

10th - 90th pct

Wage Distribution

$39,610Median: $59,330$90,840
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. First-Line Supervisors of Logging Workers professionals should diversify beyond them.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • 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.

  • Mathematics

    Mathematics 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.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination 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.

  • Instructing

    Instructing 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.

  • 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.

  • 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.

Score History

Risk score over 2 scoring runs

+0.4

overall change

Checking for existing plan...