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AI Risk Comparison

Urban and Regional Planners vs Soil and Plant Scientists

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
Urban and Regional Planners
Higher risk
Soil and Plant Scientists
Risk gap
1 points
Science & ResearchO*NET: 19-3051.00

Urban and Regional Planners

Develop comprehensive plans and programs for use of land and physical facilities of jurisdictions, such as towns, cities, counties, and metropolitan areas.

AI Risk Score

36/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
  • Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
  • Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.
  • Evaluating Information to Determine Compliance with Standards
  • Updating and Using Relevant Knowledge

Top skills

Active Listening4.12/5
Speaking4.12/5
Judgment and Decision Making4.12/5
Reading Comprehension4.00/5
Critical Thinking4.00/5

Recommended career pivots

Transportation Planners48/100Project Management Specialists5/100Chief Sustainability Officers32/100Sustainability Specialists41/100Brownfield Redevelopment Specialists and Site Managers38/100
Science & ResearchO*NET: 19-1013.00

Soil and Plant Scientists

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.

AI Risk Score

37/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • 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.
  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.
  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.
  • Working with Computers
  • Analyzing Data or Information

Top skills

Reading Comprehension4.00/5
Speaking4.00/5
Science4.00/5
Critical Thinking4.00/5
Active Learning4.00/5

Recommended career pivots

Conservation Scientists33/100Precision Agriculture Technicians76/100Industrial Ecologists47/100Microbiologists39/100Agricultural Engineers41/100

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