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Occupation · 2026 assessment

Olenevod

Olenevod is an occupation responsible for cultivation, care or restoration of living systems under seasonal, biological and environmental constraints. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

34%2026
37%2028
41%2030
47%2035

Which tasks are exposed

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

TaskRisk
Monitoring sensors, fields and crop condition37%
Calculating irrigation, nutrition and treatment44%
Sorting produce by visual characteristics42%
Operating machinery on a standard route56%
Diagnosing problems directly in the field33%
Decisions involving weather and living systems15%

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 37% · human 76%
  2. 2Calculating irrigation, nutrition and treatmentAI 44% · human 74%
  3. 3Sorting produce by visual characteristicsAI 42% · human 73%
  4. 4Operating machinery on a standard routeAI 56% · human 60%
  5. 5Diagnosing problems directly in the fieldAI 33% · human 81%
  6. 6Decisions involving weather and living systemsAI 15% · human 76%

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
  • 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$5 400per month
2035$7 800scenario estimate
2026: $5 40020262027: $5 65020272028: $5 85020282029: $6 10020292030: $6 35020302031: $6 65020312032: $6 90020322033: $7 20020332034: $7 50020342035: $7 8002035
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%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Renewable Energy Forecasting Analyst

Emerging role
New role risk17%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Circular Economy Systems Designer

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Data Analyst

Established resilient role
New role risk51%
DemandMediumDifficultyHighTime12–24 monthsSkill fit48%

Autonomous Farm Equipment Operator

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

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

Renewable Energy Forecasting Analyst

Skill fit 62% · risk 17%

Search jobs ↗

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
CurrentOlenevod · 34%
→
Keepcrop or livestock knowledge · farm-condition assessment · machinery operation
→
Addprecision agriculture · agricultural drone operation · autonomous farm machinery

Sources and update

Updated: 2026-09-26 · 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.