Farming & Forestry · SOC 45-4011
Forest conservation work is physical, hazardous, and outdoors — environments where AI-driven robots remain impractical.
Hands-on, interpersonal or high-stakes work AI struggles to replace.
Timeline: Drone technology assists with fire detection and forest mapping, but ground-level manual conservation and fire suppression work requires humans indefinitely.
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$42,580 median pay
$53,900 median pay
$52,000 median pay
$35,690 median pay
Farming & Forestry
$49,210 median pay
AI job-risk card
Forest and Conservation Workers is resilient on AIFear. Hands-on, interpersonal or high-stakes work AI struggles to replace.
AIFear.com
Our AI Fear Score for Forest and Conservation Workers is 18/100 (Resilient). Hands-on, interpersonal or high-stakes work AI struggles to replace.
18 out of 100, based on an AI-model review of this occupation's O*NET tasks against what current AI can actually do.
Harder to automate: Checking equipment for proper operation, Fighting forest fires under officer direction, Constructing fire breaks and disposing of brush, Performing manual land maintenance tasks.
Lean into Wildfire suppression techniques, Forest management, Safety and emergency response, Chainsaw and equipment operation. Consider roles such as Forestry technician or Wildfire prevention specialist or Conservation supervisor.
Tasks, skills and AI-exposure for this role were reviewed by an AI model against its O*NET task profile (curated roles use published research anchors). Pay and employment, where shown, are U.S. BLS OEWS (May 2024) figures. This is an estimate, not a prediction about any individual's job. Compare all occupations.