Somewhat Resilient
Last Update: 10/7/2026
AI Resilience Score for Logging Workers:
40.8%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Low
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Low
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
AI Resilience Report forLogging Workers, All Other
$50,840 median salary•300 annual openings•SOC Code: 45-4029.00
Logging Workers, All Other are somewhat less resilient to AI impacts than most occupations, according to our analysis of 4 sources.
Logging work is labeled "Somewhat Resilient" because AI and automation are genuinely changing how the job works, even if they are not eliminating it entirely. Remote-piloting systems and AI-powered machines are taking over some of the most dangerous and repetitive tasks, meaning future logging workers will need to be comfortable operating and supervising technology rather than just running equipment the traditional way.
Learn more about how you can thrive in this position
This role is somewhat resilient
Logging work is labeled "Somewhat Resilient" because AI and automation are genuinely changing how the job works, even if they are not eliminating it entirely. Remote-piloting systems and AI-powered machines are taking over some of the most dangerous and repetitive tasks, meaning future logging workers will need to be comfortable operating and supervising technology rather than just running equipment the traditional way.
Read full analysisAnalysis of current AI resilience
Logging Workers
Updated quarterly
How can Logging Workers prepare for AI?
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Latest AI news for Logging Workers
These articles provide valuable insights for students considering a career as "Logging Workers, All Other." The AI Workforce Report highlights how AI and robotics are enhancing logging operations, suggesting opportunities for workers to leverage technology rather than compete against it. Meanwhile, the ReplacedByAI analysis shows a low AI replacement risk score of 19/100 for this role, indicating that skills such as manual dexterity and decision-making remain vital. Understanding these dynamics can help students build AI resilience and adapt to an evolving industry landscape.
Logging Workers AI Risk: 63/100 High Risk - AI Job Checker
www.aijobchecker.com • 9/20/2026
Logging Workers score 63/100 for AI replacement risk. Log grading faces 83% automation likelihood now. See which tasks are most at risk and what workers...
Logging Workers, All Other - AI Workforce Report
aiworkforcereport.com • 9/20/2026
AI and robotics are rapidly transforming logging operations through autonomous machinery, drone-based forest mapping, and predictive analytics for resource ... Read more
Logging Equipment Operators - Will AI Replace Me?
willaireplaceme.io • 9/20/2026
Based on our analysis, a Logging Equipment Operators has a 58% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the ... Read more
Will AI Replace Logging Workers, All Other? - ReplacedByAI
www.replacedbai.com • 9/20/2026
Mar 28, 2026 — Based on our analysis, Logging Workers, All Other have a very low risk of AI replacement with a score of 19/100. This role requires significant ... Read more

ChatGPT Work Now Logs Into Other Websites, Completes More Tasks Itself
www.pcmag.com • 8/30/2026
Logging into your personal accounts is a major stumbling block for agentic AI tools: you tell your assistant to complete a task,...
More Career Info
Career: Logging Workers, All Other
They cut down trees, move logs, and help prepare wood for use in construction and other industries.
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Employment & Wage Data
Median Wage
$50,840
Jobs (2025)
2,400
Growth (2025-35)
-7.6%
Annual Openings
300
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
