SOC 45-4022
Logging Equipment Operators
Risk Score
โ ๏ธ57/100
Elevated
US Employment
๐ฅ22,520
Total workers
Median Wage
๐ฐ$49K
$35K โ $72K
Projected Growth
๐-1.4%
2023-2033 (BLS)
GenAI Exposure
๐ค31/100
Moderate exposure
๐ก Logging Equipment Operators face a risk score of 57/100 โ 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 โ
๐ก 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 โ
๐ 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 โ
โ ๏ธ 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
๐ก๏ธ 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
๐ Task Automation Breakdown
Based on O*NET task analysis and GenAI exposure scoring. Shows the estimated proportion of this occupation's core tasks that are automatable by current AI, augmented by AI tools, or require essential human skills.
๐ O*NET Task Profile
Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.
Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.
Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.
Drive straight or articulated tractors equipped with accessories such as bulldozer blades, grapples, logging arches, cable winches, and crane booms to skid, load, unload, or stack logs, pull stumps, or clear brush.
Drive crawler or wheeled tractors to drag or transport logs from felling sites to log landing areas for processing and loading.
๐ป Technology Skills
Data base user interface and query software
Spreadsheet software
Office suite software
Electronic mail software
Word processing software
๐ Key Knowledge Areas
Mechanical
Public Safety and Security
Production and Processing
Transportation
Administration and Management
๐ vs National Average
National avg: $46K
National avg: 44/100
National avg: 38/100
National avg: 3.7%
๐ 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% |