Rankings β Will AI Replaceβ¦
Will AI Replace Log Graders and Scalers?
π‘ Log Graders and Scalers have a composite risk score of 69/100 (Frey-Osborne probability: 97%, GenAI exposure: 67/100). With 3,310 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 3,310 workers and a median wage of $47K,log graders and scalers represent a significant portion of the US workforce. Their GenAI exposure index is 67%, meaning a majority of their core tasks overlap with current generative AI capabilities.
Risk Score
69/100
Employment
3,310
Median Wage
$47K
GenAI Exposure
67%
β οΈ Top Risk Factors
Autonomous harvesting and planting machinery
Drone crop monitoring and precision spraying
Generative AI producing marketing and creative copy
Robotic sorting and packing of produce
π‘οΈ Tasks AI Can't Easily Replace
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 log graders and scalers?
Likely for many tasks. The role will look very different in 5β10 years.
What is the AI risk score for log graders and scalers?
Log Graders and Scalers have a composite AI automation risk score of 69 out of 100, classified as "High Risk".
How many log graders and scalers are there in the US?
There are approximately 3,310 log graders and scalers employed in the United States.
What do log graders and scalers earn?
The median annual wage for log graders and scalers is $47K.
What skills should log graders and scalers develop?
Focus on tasks AI can't easily replicate: 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.