Rankings β Will AI Replaceβ¦
Will AI Replace Forest, Conservation, and Logging Workers?
π‘ Forest, Conservation, and Logging Workers have a composite risk score of 39/100 (Frey-Osborne probability: 40%, GenAI exposure: 35/100). With 37,740 workers in the US, this occupation faces moderate but manageable AI pressure. Full occupation profile β
π― The Verdict
Partially. Some tasks will be automated, but the core role will likely adapt and evolve.
With 37,740 workers and a median wage of $48K,forest, conservation, and logging workers represent a significant portion of the US workforce. Their GenAI exposure index is 35%, meaning a minority of their core tasks overlap with current generative AI capabilities.
Risk Score
39/100
Employment
37,740
Median Wage
$48K
GenAI Exposure
35%
β οΈ Top Risk Factors
Drone crop monitoring and precision spraying
Robotic sorting and packing of produce
Satellite and sensor-based yield prediction models
π‘οΈ Tasks AI Can't Easily Replace
Assessing crop health through hands-on field inspection
Adapting to variable weather and terrain conditions
Managing livestock behavior and welfare
Operating in unstructured and remote environments
π Career Transition Paths
Related occupations with lower AI risk and high skills overlap:
Social Scientists and Related Workers
61% skills overlap Β· $93K median wage
Political Scientists
53% skills overlap Β· $139K median wage
Occupational Health and Safety Specialists and Technicians
51% skills overlap Β· $79K median wage
β Frequently Asked Questions
Will AI completely replace forest, conservation, and logging workers?
Partially. Some tasks will be automated, but the core role will likely adapt and evolve.
What is the AI risk score for forest, conservation, and logging workers?
Forest, Conservation, and Logging Workers have a composite AI automation risk score of 39 out of 100, classified as "Moderate".
How many forest, conservation, and logging workers are there in the US?
There are approximately 37,740 forest, conservation, and logging workers employed in the United States.
What do forest, conservation, and logging workers earn?
The median annual wage for forest, conservation, and logging workers is $48K.
What skills should forest, conservation, and logging workers develop?
Focus on tasks AI can't easily replicate: assessing crop health through hands-on field inspection, adapting to variable weather and terrain conditions, managing livestock behavior and welfare, operating in unstructured and remote environments. These human-centric skills will become more valuable as routine tasks are automated.