Soil and Water Conservationists
Plan or develop coordinated practices for soil erosion control, soil or water conservation, or sound land use.
AI Impact Summary
Soil and Water Conservationists faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 50% of all analyzed occupations. Of 34 analyzed tasks, 5 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Soil and Water Conservationists skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
34 tasks analyzed
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.
Visit areas affected by erosion problems to identify causes or determine solutions.
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.
Monitor projects during or after construction to ensure projects conform to design specifications.
Manage field offices or involve staff in cooperative ventures.
Develop or maintain working relationships with local government staff or board members.
Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.
Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.
Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.
Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.
Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.
Revisit land users to view implemented land use practices or plans.
Respond to complaints or questions on wetland jurisdiction, providing information or clarification.
Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.
Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities.
Analyze results of investigations to determine measures needed to maintain or restore proper soil management.
Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance.
Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government.
Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.
Survey property to mark locations or measurements, using surveying instruments.
Review or approve amendments to comprehensive local water plans or conservation district plans.
Review proposed wetland restoration easements or provide technical recommendations.
Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides.
Provide access to programs or training to assist in completion of government groundwater protection plans.
Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.
Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.
Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.
Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.
Evaluate or recommend geographic information systems (GIS) applications to address issues such as surface water quality, groundwater quality, ecological risk assessments, air quality, or environmental contamination.
Calculate or compare efficiencies associated with changing from low-precision irrigation technologies, such as furrow irrigation, to high-precision technologies, such as computer-controlled systems.
Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements.
Review grant applications or make funding recommendations.
Develop soil maps.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans. | 10Estimated | 13.0% | 3% | |
| Visit areas affected by erosion problems to identify causes or determine solutions. | 40Estimated | 43.0% | 3% | |
| Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions. | 20Estimated | 23.0% | 3% | |
| Monitor projects during or after construction to ensure projects conform to design specifications. | 55Estimated | 49.0% | 3% | |
| Manage field offices or involve staff in cooperative ventures. | 15Estimated | 21.0% | 2% | |
| Develop or maintain working relationships with local government staff or board members. | 15Estimated | 21.0% | 2% | |
| Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water. | 60Estimated | 51.0% | 3% | |
| Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives. | 55Estimated | 49.0% | 3% | |
| Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations. | 75Estimated | 57.0% | 2% | |
| Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals. | 87Estimated | 84.0% | 2% | |
| Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources. | 20Estimated | 23.0% | 2% | |
| Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes. | 10Estimated | 19.0% | 1% | |
| Revisit land users to view implemented land use practices or plans. | 30Estimated | 39.0% | 2% | |
| Respond to complaints or questions on wetland jurisdiction, providing information or clarification. | 35Estimated | 29.0% | 2% | |
| Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices. | 87Estimated | 84.0% | 2% | |
| Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities. | 30Estimated | 27.0% | 2% | |
| Analyze results of investigations to determine measures needed to maintain or restore proper soil management. | 60Estimated | 51.0% | 2% | |
| Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance. | 25Estimated | 25.0% | 2% | |
| Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government. | 87Estimated | 84.0% | 2% | |
| Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data. | 65Estimated | 53.0% | 2% | |
| Survey property to mark locations or measurements, using surveying instruments. | 25Estimated | 19.0% | 2% | |
| Review or approve amendments to comprehensive local water plans or conservation district plans. | 50Estimated | 47.0% | 1% | |
| Review proposed wetland restoration easements or provide technical recommendations. | 55Estimated | 49.0% | 1% | |
| Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides. | 64.33Observed | 52.7% | 2% | |
| Provide access to programs or training to assist in completion of government groundwater protection plans. | 30Estimated | 27.0% | 1% | |
| Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques. | 92Estimated | 86.0% | 2% | |
| Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies. | 40Estimated | 43.0% | 2% | |
| Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans. | 45Estimated | 45.0% | 2% | |
| Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation. | 60Estimated | 51.0% | 1% | |
| Evaluate or recommend geographic information systems (GIS) applications to address issues such as surface water quality, groundwater quality, ecological risk assessments, air quality, or environmental contamination. | 55Estimated | 49.0% | 15% | |
| Calculate or compare efficiencies associated with changing from low-precision irrigation technologies, such as furrow irrigation, to high-precision technologies, such as computer-controlled systems. | 60Estimated | 51.0% | 15% | |
| Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements. | 87Estimated | 84.0% | 10% | |
| Review grant applications or make funding recommendations. | 60.88Observed | 51.4% | 10% | |
| Develop soil maps. | 70Estimated | 55.0% | 1% |
Protective Factors
Total protective discount: 32.5%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$67,950
per year
Mean Wage
$74,310
per year
Employment
26K
workers
Wage Range
$45,260 - $107,720
10th - 90th pct
Wage Distribution
Explore other career paths
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Alternate Career Paths
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25%Median salary: $67,950
Higher risk than 18% of other occupations
Foresters
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Higher risk than 28% of other occupations
Agricultural Engineers
29%Median salary: $84,630
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Environmental Engineers
29%Median salary: $104,170
Higher risk than 34% of other occupations
Energy Engineers
30%Median salary: $117,750
Higher risk than 36% of other occupations
Occupational Health and Safety Specialists
30%Higher risk than 40% of other occupations
Hydrologists
32%Median salary: $92,060
Higher risk than 50% of other occupations
Environmental Scientists and Specialists, Including Health
32%Median salary: $80,060
Higher risk than 51% of other occupations
Validation Engineers
38%Median salary: $117,750
Higher risk than 74% of other occupations
Environmental Compliance Inspectors
40%Median salary: $78,420
Higher risk than 79% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Soil and Water Conservationists professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change