AITakeover Tracker
32%medium risk

Soil and Water Conservationists

Plan or develop coordinated practices for soil erosion control, soil or water conservation, or sound land use.

Green Enhanced SkillsHigher risk than 50% of occupations

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)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingWritingJudgment and Decision MakingMonitoringSystems AnalysisActive LearningTechnology Design

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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.1pt risk+$4K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$4K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$4K/yr salary

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

Some College5%
Post-Secondary Certificate5%
Associate's Degree14%
Bachelor's Degree67%
Doctoral/Professional Degree10%

Prior Experience Needed

Work experience required to enter this job

None14%
6 months - 1 year24%
1-2 years10%
2-4 years33%
4-6 years5%
6-8 years10%
Over 10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month5%
1-3 months10%
3-6 months14%
6 months - 1 year29%
1-2 years33%
4-6 years10%

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.

Risk: 13.0%AI: 10EstimatedTime: 3%

Visit areas affected by erosion problems to identify causes or determine solutions.

Risk: 43.0%AI: 40EstimatedTime: 3%

Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.

Risk: 23.0%AI: 20EstimatedTime: 3%

Monitor projects during or after construction to ensure projects conform to design specifications.

Risk: 49.0%AI: 55EstimatedTime: 3%

Manage field offices or involve staff in cooperative ventures.

Risk: 21.0%AI: 15EstimatedTime: 2%

Develop or maintain working relationships with local government staff or board members.

Risk: 21.0%AI: 15EstimatedTime: 2%

Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.

Risk: 51.0%AI: 60EstimatedTime: 3%

Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.

Risk: 49.0%AI: 55EstimatedTime: 3%

Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.

Risk: 57.0%AI: 75EstimatedTime: 2%

Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.

Risk: 84.0%AI: 87EstimatedTime: 2%

Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.

Risk: 23.0%AI: 20EstimatedTime: 2%

Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.

Risk: 19.0%AI: 10EstimatedTime: 1%

Revisit land users to view implemented land use practices or plans.

Risk: 39.0%AI: 30EstimatedTime: 2%

Respond to complaints or questions on wetland jurisdiction, providing information or clarification.

Risk: 29.0%AI: 35EstimatedTime: 2%

Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.

Risk: 84.0%AI: 87EstimatedTime: 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.

Risk: 27.0%AI: 30EstimatedTime: 2%

Analyze results of investigations to determine measures needed to maintain or restore proper soil management.

Risk: 51.0%AI: 60EstimatedTime: 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.

Risk: 25.0%AI: 25EstimatedTime: 2%

Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government.

Risk: 84.0%AI: 87EstimatedTime: 2%

Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.

Risk: 53.0%AI: 65EstimatedTime: 2%

Survey property to mark locations or measurements, using surveying instruments.

Risk: 19.0%AI: 25EstimatedTime: 2%

Review or approve amendments to comprehensive local water plans or conservation district plans.

Risk: 47.0%AI: 50EstimatedTime: 1%

Review proposed wetland restoration easements or provide technical recommendations.

Risk: 49.0%AI: 55EstimatedTime: 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.

Risk: 52.7%AI: 64.33ObservedTime: 2%

Provide access to programs or training to assist in completion of government groundwater protection plans.

Risk: 27.0%AI: 30EstimatedTime: 1%

Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.

Risk: 86.0%AI: 92EstimatedTime: 2%

Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.

Risk: 43.0%AI: 40EstimatedTime: 2%

Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.

Risk: 45.0%AI: 45EstimatedTime: 2%

Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.

Risk: 51.0%AI: 60EstimatedTime: 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.

Risk: 49.0%AI: 55EstimatedTime: 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.

Risk: 51.0%AI: 60EstimatedTime: 15%

Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements.

Risk: 84.0%AI: 87EstimatedTime: 10%

Review grant applications or make funding recommendations.

Risk: 51.4%AI: 60.88ObservedTime: 10%

Develop soil maps.

Risk: 55.0%AI: 70EstimatedTime: 1%

Protective Factors

Total protective discount: 32.5%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityDependabilityCooperationAttention to DetailInitiativeSelf ControlAnalytical ThinkingPersistenceAdaptability/FlexibilityStress ToleranceIndependenceAchievement/Effort

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

$45,260Median: $67,950$107,720
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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

-2.5

overall change

Checking for existing plan...