SOC 45-4022
Logging Equipment Operators
Risk Score
⚠️57/100
Elevated
US Employment
👥22,520
Total workers
Median Wage
💰$49K
$35K – $72K
Projected Growth
📈-1.4%
2023-2033 (BLS)
GenAI Exposure
🤖31/100
Moderate exposure
💡 Logging Equipment Operators face a risk score of 57/100 — 13 points above the national average of 44. With only 31/100 GenAI exposure, most core tasks remain resistant to current AI capabilities. See our methodology →
💡 Workers in this field earn $49K ($3K above the national median). The 3 recommended career transitions all maintain competitive wages while reducing automation exposure. Explore transition paths →
🔍 AI Impact Analysis
With a risk score of 57/100, Logging Equipment Operators faces moderate automation pressure. While tasks like ai-driven irrigation and soil analysis systems are increasingly handled by AI, the role retains significant human elements. The 22,520 workers in this occupation should focus on strengthening skills in assessing crop health through hands-on field inspection and adapting to variable weather and terrain conditions to stay ahead. The role will likely evolve rather than disappear.
Will AI Replace Logging Equipment Operators?
Read our full analysis with verdict, risk factors, safe tasks, and career transition paths →
⚠️ Top Risk Factors
AI-driven irrigation and soil analysis systems
Drone crop monitoring and precision spraying
Satellite and sensor-based yield prediction models
Autonomous harvesting and planting machinery
🛡️ Tasks Safe from Automation
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
📊 vs National Average
National avg: $46K
National avg: 44/100
National avg: 38/100
National avg: 3.7%
🔄 Career Transition Paths
| Occupation | Risk | Wage | Overlap |
|---|---|---|---|
| Social Scientists and Related Workers | 21 | $93K | 57% |
| Political Scientists | 25 | $139K | 69% |
| Occupational Health and Safety Specialists and Technicians | 26 | $79K | 67% |