Role snapshotUpdated over time

Grounds Maintenance Workers, All Other

AI replacement rate

10%

This role is currently tracked with 1 timeline item plus a profile-based replacement estimate.

This role is currently tracked with 1 timeline item plus a profile-based replacement estimate.

Replacement trend

Aggregated from periodic refresh snapshots
  • 2026-04-2010%

Why this role is rated this way

Structural base
Repetition2
Rule clarity2
Transformation work3
Workflow automation2
High Physicality and Manual Dexterity Required

The role demands significant physical effort, strength, and fine motor skills for tasks such as digging, lifting, pruning, and operating various manual and power tools, which are beyond the current general capabilities of AI-driven robotics in unstructured environments.

Operations in Unpredictable Outdoor Environments

Grounds maintenance involves working in constantly changing outdoor conditions, including varying weather, uneven terrain, and diverse plant life. AI systems and robots currently face substantial challenges in perceiving, navigating, and performing tasks reliably in such dynamic and unstructured settings.

Diverse and Non-Routine Task Repertoire

As "Grounds Maintenance Workers, All Other," the role encompasses a wide array of varied tasks beyond simple repetition, such as pest management, minor repairs, and aesthetic trimming. The lack of strict repetition and clear rules for every scenario makes comprehensive automation difficult.

Requirement for Human Judgment and Adaptability

Many tasks necessitate on-the-spot decision-making, problem-solving, and adaptability to unforeseen circumstances (e.g., identifying plant diseases, responding to equipment malfunctions, or adjusting plans due to environmental changes), demanding human cognitive flexibility that AI currently lacks.

Timeline

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