Landscaper / Groundskeeper
As of August 2026, landscaping and groundskeeping work is holding up despite real investment in robotic mowers.
In real usage data, AI shows up in this job less often than in most occupations.
Technical detail
Based on Microsoft's "Working with AI" study of real Copilot conversations mapped to O*NET tasks (arXiv 2507.07935): Landscaping and Groundskeeping Workers scored 0.043 on AI applicability, notably below the cross-occupation mean (0.159, stdev 0.098) across all 785 SOC codes studied — banded here as Low real-world AI usage relative to other occupations.
What a landscaper / groundskeeper actually does
Landscapers design, install, and maintain outdoor spaces including lawns, gardens, trees, and hardscape features for residential, commercial, and public properties. The work encompasses mowing, edging, and trimming on a recurring schedule, planting and transplanting trees and shrubs selected for the local climate and soil, grading and amending soil before new plantings, installing and maintaining irrigation systems, applying mulch, fertilizer, and pesticides under state pesticide-applicator rules, and building hardscape features such as patios, walkways, and retaining walls.
Seasonal work adds leaf removal, bed cleanups, and snow clearing in colder regions. Landscape designers meet with clients to create plans balancing aesthetics, drainage, sun exposure, and budget, then oversee installation crews who grade, plant, and build according to that plan. Maintenance crews, often working from trucks loaded with mowers, trimmers, and blowers, run recurring routes servicing the same properties week after week.
The job involves physical labor in heat, cold, and rain, operating power equipment safely, and knowing which plants thrive in local growing conditions. Work ranges from routine mowing accounts to custom design-build projects that reshape a property, and many crews bid competitively for seasonal commercial maintenance contracts.
Why it reads this way
As of August 2026, landscaping and groundskeeping work is holding up despite real investment in robotic mowers. Scythe Robotics' M. 52 mowed about 2 billion square feet for dozens of commercial customers across 30 states in 2025, and Autonomous Solutions Inc. acquired the company in March 2026 specifically to scale it further — genuine commercial deployment, not a pilot.
But the machines run on a "supervised autonomy" model: one worker still oversees each mower while handling trimming and detail work by hand. Level Green Landscaping's own CTO frames the shift as reallocating staff, not cutting headcount — he's on record saying "we won't all of the sudden get 100 robots and get rid of all the people.
" O*NET data shows why the rest of the job resists automation too: 99% of workers are outdoors every day and the role regularly requires lifting up to 50 lbs — conditions today's robots handle only for mowing, not trimming, planting, irrigation, hardscaping, or design.
Skills this role draws on
We don't yet have task-by-task time-share data for this occupation, so we can't show which specific tasks carry the exposure score above. This is the real skill set instead.
Typical salary range (USD)
$31,000–$52,000
Average: $42,290/yr
Range source: BLS Occupational Employment Statistics, May 2024
Average source: BLS Occupational Employment and Wage Statistics, May 2025 (Annual Mean Wage)
Related careers
Head-to-head comparisons
As of 2026-08-09, Landscaper/Groundskeeper (structuralScore 94, Safe band) passes the mandatory section 2a robotics-materiality check, but narrowly. Real, fast-growing commercial autonomous mowers exist -- Scythe Robotics' M.52 mowed roughly 2 billion square feet for dozens of customers across 30 states in 2025 and was acquired by Autonomous Solutions Inc. in March 2026 specifically to scale further -- but they run on a supervised-autonomy model (one human still oversees each unit) and named operators, including Level Green Landscaping's CTO, describe the effect as reallocating crews to trimming and detail work rather than cutting headcount, a read reinforced by the industry's chronic understaffing. Category 3 evidence is strong and Primary-sourced: O*NET data shows 99% of workers are outdoors every day and the job regularly requires lifting up to 50 lbs, conditions today's robots address only for the narrow mowing sub-task, not trimming, planting, irrigation, hardscaping, or design. Confidence is held at Medium rather than High because a real, well-funded, actively scaling robotic competitor exists in this specific space and the near-term trajectory is genuinely uncertain.
This is a researched judgment (checklist v1.2), not a statistical measurement — it sits alongside, not instead of, the structural exposure signal above. Next scheduled review: 2027-02-09.
Sources (10)
- https://www.onetonline.org/link/summary/37-3011.00
- https://www.bls.gov/ooh/building-and-grounds-cleaning/grounds-maintenance-workers.htm
- https://datausa.io/profile/soc/landscaping-and-groundskeeping-workers
- https://scytherobotics.com/meet-m-52
- https://scytherobotics.com/blog-posts/scythe-acquired-by-asi
- https://www.lawnandlandscape.com/news/autonomous-solutions-asi-acquires-scythe-robotics/
- https://levelgreenlandscaping.com/about/culture-landscaping-careers/will-robots-affect-landscaping-career-what-need-know
- https://www.husqvarna.com/us/discover/news-and-media/2026/560epos/
- https://www.cslb.ca.gov/about_us/library/licensing_classifications/Licensing_Classifications_Detail.aspx?Class=C27
- https://www.epa.gov/pesticide-worker-safety/certification-standards-pesticide-applicators
Data sources & methodology
Salary data: BLS Occupational Employment Statistics, May 2024. Min/max figures represent the 10th–90th percentile annual wage range across the United States. Average figure sourced separately: BLS Occupational Employment and Wage Statistics, May 2025 (Annual Mean Wage).
Automation Risk Score: Based on O*NET occupational analysis (37-3011.00) evaluating task complexity, physical requirements, social intelligence, and environmental variability. Methodology based on research from Frey & Osborne (Oxford, 2017).
Growth projections: 4% (2024-2034), based on BLS Occupational Outlook Handbook.