Rankings β Will AI Replaceβ¦
Will AI Replace Forest and Conservation Workers?
π‘ Forest and Conservation Workers have a composite risk score of 62/100 (Frey-Osborne probability: 87%, GenAI exposure: 27/100). With 5,630 workers in the US, this is one of the most AI-vulnerable occupations. Full occupation profile β
π― The Verdict
Likely for many tasks. The role will look very different in 5β10 years.
With 5,630 workers and a median wage of $44K,forest and conservation workers represent a significant portion of the US workforce. Their GenAI exposure index is 27%, meaning a minority of their core tasks overlap with current generative AI capabilities.
Risk Score
62/100
Employment
5,630
Median Wage
$44K
GenAI Exposure
27%
β οΈ Top Risk Factors
Autonomous harvesting and planting machinery
Drone crop monitoring and precision spraying
AI-driven irrigation and soil analysis systems
Robotic sorting and packing of produce
π‘οΈ Tasks AI Can't Easily Replace
Managing livestock behavior and welfare
Adapting to variable weather and terrain conditions
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
67% skills overlap Β· $93K median wage
Occupational Health and Safety Specialists and Technicians
57% skills overlap Β· $79K median wage
Industrial-Organizational Psychologists
55% skills overlap Β· $110K median wage
β Frequently Asked Questions
Will AI completely replace forest and conservation workers?
Likely for many tasks. The role will look very different in 5β10 years.
What is the AI risk score for forest and conservation workers?
Forest and Conservation Workers have a composite AI automation risk score of 62 out of 100, classified as "High Risk".
How many forest and conservation workers are there in the US?
There are approximately 5,630 forest and conservation workers employed in the United States.
What do forest and conservation workers earn?
The median annual wage for forest and conservation workers is $44K.
What skills should forest and conservation workers develop?
Focus on tasks AI can't easily replicate: managing livestock behavior and welfare, adapting to variable weather and terrain conditions, operating in unstructured and remote environments. These human-centric skills will become more valuable as routine tasks are automated.