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AI Work Index

Headline risk

31%

High Risk

Soil and plant scientists

United States AI Work IndexISCO 2122title_match

United States AI Work Index tracks this occupation on the shared structural baseline and then layers on local demand resilience, wages, and confidence.

20.7 current · 21.8 projectedConfidence high

Why This Score

Tasks 100%

Share of job tasks that overlap with current AI capabilities

Wage $71K

Median annual wage

Demand 5%

Projected employment change over 10 years

Preparation Zone 5

Typical preparation needed for this occupation

Occupation profile

Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Task evidence

100% weighted task match · 6% effective coverage

Scores combine AI task overlap, human advantages, and local demand. How it works

United States Now

Median Wage

USD 71,410

Employment 2024

20.7K

Projected Change (2024–34)

5.4%

Openings (2024–34)

1.7K

Wage distribution

Bottom 10%: USD 45,32025th pctl: USD 57,950Median: USD 71,41075th pctl: USD 98,110Top 10%: USD 131,440

Demand outlook

Overall employment of agricultural and food scientists is projected to grow 6 percent from 2024 to 2034, faster than the average for all occupations.

Education: Bachelor's degree Experience: None

Role Profile

Writing and readingComputers and information technologyCritical and analytical thinking

Tasks

  • 1. Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops. AI use: 75%
  • 2. Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion. AI use: 0%
  • 3. Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment. AI use: 0%
  • 4. Investigate soil problems or poor water quality to determine sources and effects. AI use: 0%
  • 5. Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity. AI use: 0%
  • 6. Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates. AI use: 0%

Technologies

Microsoft ExcelMicrosoft Office softwareRAutodesk AutoCADESRI ArcGIS softwareIBM SPSS Statistics

Requirements

Telework: 10.0%Telework: 90.0%License required: 15.7%License required: 84.3%Apprenticeship: <5%Apprenticeship: >95%

Work context

E-Mail 4.8/5
Face-to-Face Discussions with Individuals and Within Teams 4.5/5
Freedom to Make Decisions 4.4/5
Determine Tasks, Priorities and Goals 4.3/5
Indoors, Environmentally Controlled 4.2/5
Telephone Conversations 4.2/5

Worker profile

Median age 39.8 · 106K employed

Under 25: 8% · 25–54: 71% · 55+: 22%

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