Logging Equipment Operators

AI Risk Score58%Mid Risk

The 58% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you drive logging tractor or wheeled vehicle equipped with one or more accessories, such as bulldozer blade, frontal shear, grapple, logging arch, cable winches, hoisting rack, or crane boom, to fell tree; to skid, load, unload, or stack logs; or to pull stumps or clear brush. includes operating stand-alone logging machines, such as log chippers. Your job is considered Mid Risk for AI automation.

Below is your job's AI vulnerability profile with salary trends and employment data, plus detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Remember, look for tasks that you can automate in your job to make you more productive, while focus on developing the areas that AI cannot easily automate. Plus, explore the technology section to see what tools and software you'll likely encounter in this role and therefore can look for AI alternatives.

You're already ahead of the curve by checking your risk and exploring your options. This project goes beyond one role, we’re building a global job warning system to help everyone stay ahead of AI. By supporting our research, you’ll unlock your full job profile, including detailed risk breakdowns, trend alerts, and priority access to new research. Supporting our research not only gives you deeper insights into your own role, it helps us keep this project alive for millions of others navigating the future of work, but don't worry, if you are not ready to support us, we provide enough free insights to get you started.

In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

5/9
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Maintain forestry, hunting, or agricultural equipment.4.54

Maintaining equipment involves physical tasks and judgment, which are not fully automatable by AI.

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Operate forestry equipment.4.14Risk

Driving tractors with accessories can be partially automated, but human oversight is needed for safety and adaptability to terrain.

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Operate forestry equipment.3.84Risk

Driving tractors for log transport can be partially automated, but human oversight is needed for safety and adaptability to terrain.

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Operate forestry equipment.3.24Risk

Driving tractors for road building can be partially automated, but human oversight is needed for safety and adaptability to terrain.

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Evaluate log quality.4.27

Grading logs requires nuanced judgment and experience, which are challenging for AI to replicate accurately.

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Advanced Problem AnalysisRisk
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Strategic Decision ImplementationRisk
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Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

4/7

Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

9/28

Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/50

Technology Used

Tools, software, and technological systems you use in your work.

4/8
•Data base user interface and query software
•Spreadsheet software
•Office suite software
•Electronic mail software
•Advanced AI Tools
•Machine Learning Platforms
•Predictive Analytics Software

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Expert Insights

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Expert comments on the job, click on the expert to see their answers.

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What to do next?

Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:

Recommended for Mid Risk:

  • • Upskill: Develop skills that complement AI rather than compete with it
  • • Use AI: Master AI tools to increase your efficiency and value
  • • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
  • • Stay Alert: Get notified of industry changes that could affect your role

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a this role has a 58% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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