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Occupation · 2026 assessment

Floriculture Service Engineer

The Floriculture Service Engineer role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

18%2026
25%2028
33%2030
43%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Monitoring sensors, fields and crop condition22%
Calculating irrigation, nutrition and treatment27%
Sorting produce by visual characteristics25%
Operating machinery on a standard route35%
Diagnosing problems directly in the field14%
Decisions involving weather and living systems3%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Monitoring sensors, fields and crop conditionAI 22% · human 89%
  2. 2Calculating irrigation, nutrition and treatmentAI 27% · human 89%
  3. 3Sorting produce by visual characteristicsAI 25% · human 87%
  4. 4Operating machinery on a standard routeAI 35% · human 76%
  5. 5Diagnosing problems directly in the fieldAI 14% · human 94%
  6. 6Decisions involving weather and living systemsAI 3% · human 88%

Why technology can change this work

  • drones and satellites automate field monitoring
  • autonomous machinery takes repetitive operations
  • AI forecasts yield, disease and resource needs

What protects the occupation

  • living systems and weather uncertainty
  • on-farm repair and decision making
  • a large share of value comes from human judgement, trust or personal accountability
  • the physical environment is too variable for near-term full robotics automation
  • biological and economic accountability

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$6 150per month
2035$8 900scenario estimate
2026: $6 15020262027: $6 40020272028: $6 65020282029: $6 95020292030: $7 25020302031: $7 55020312032: $7 85020322033: $8 20020332034: $8 55020342035: $8 9002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Robotics Technician

Established resilient role
New role risk18%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyHighTime12–24 monthsSkill fit56%

Autonomous Farm Equipment Operator

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Last-Mile Drone Coordinator

Emerging role
New role risk25%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Robot Fleet Manager

Emerging role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • crop or livestock knowledge
  • farm-condition assessment
  • machinery operation
  • seasonal planning

Skills to build

  • precision agriculture
  • agricultural drone operation
  • autonomous farm machinery
  • agricultural data analytics
CurrentFloriculture Service Engineer · 18%
→
Keepcrop or livestock knowledge · farm-condition assessment · machinery operation
→
Addprecision agriculture · agricultural drone operation · autonomous farm machinery

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.