AITakeover Tracker
32%medium risk

Environmental Scientists and Specialists, Including Health

Conduct research or perform investigation for the purpose of identifying, abating, or eliminating sources of pollutants or hazards that affect either the environment or the health of the population. Using knowledge of various scientific disciplines, may collect, synthesize, study, report, and recommend action based on data derived from measurements or observations of air, food, soil, water, and other sources.

Green Increased DemandHigher risk than 51% of occupations

AI Impact Summary

Environmental Scientists and Specialists, Including Health faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 51% of all analyzed occupations. Of 22 analyzed tasks, 1 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.

Coordination70%

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

Instructing75%

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

Social Perceptiveness90%

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

Service Orientation82%

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

Persuasion80%

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

AI-Augmented Skills (7)

Critical ThinkingWritingActive LearningMonitoringJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Environmental Scientists and Specialists, Including Health 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

-7.6pt risk+$5K/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

-5.6pt risk+$5K/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+$5K/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

High School Diploma1%
Post-Secondary Certificate1%
Bachelor's Degree70%
Doctoral/Professional Degree26%
Level 102%

Prior Experience Needed

Work experience required to enter this job

None15%
3-6 months10%
6 months - 1 year9%
1-2 years11%
2-4 years9%
4-6 years19%
6-8 years8%
8-10 years8%
Over 10 years10%

Training Provided After Hiring

How long it typically takes to learn on the job

None7%
Up to 1 month11%
1-3 months13%
3-6 months17%
6 months - 1 year21%
1-2 years18%
2-4 years7%
6-8 years6%

How AI Impacts Each Task

22 tasks analyzed

Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.

Risk: 23.0%AI: 20EstimatedTime: 6%

Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.

Risk: 47.0%AI: 50EstimatedTime: 5%

Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.

Risk: 46.2%AI: 47.92ObservedTime: 8%

Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.

Risk: 49.3%AI: 55.65ObservedTime: 7%

Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.

Risk: 38.1%AI: 57.83ObservedTime: 6%

Develop the technical portions of legal documents, administrative orders, or consent decrees.

Risk: 55.0%AI: 70EstimatedTime: 3%

Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.

Risk: 37.6%AI: 56.53ObservedTime: 4%

Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.

Risk: 87.2%AI: 95EstimatedTime: 4%

Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases.

Risk: 43.5%AI: 41.3ObservedTime: 5%

Conduct environmental audits or inspections or investigations of violations.

Risk: 37.0%AI: 25EstimatedTime: 6%

Develop methods to minimize the impact of production processes on the environment, based on the study and assessment of industrial production, environmental legislation, and physical, biological, and social environments.

Risk: 47.0%AI: 50EstimatedTime: 3%

Determine data collection methods to be employed in research projects or surveys.

Risk: 47.6%AI: 51.52ObservedTime: 3%

Process and review environmental permits, licenses, or related materials.

Risk: 63.3%AI: 35.3ObservedTime: 6%

Monitor effects of pollution or land degradation and recommend means of prevention or control.

Risk: 51.0%AI: 60EstimatedTime: 5%

Supervise or train students, environmental technologists, technicians, or other related staff.

Risk: 21.0%AI: 15EstimatedTime: 4%

Design or direct studies to obtain technical environmental information about planned projects.

Risk: 45.0%AI: 45EstimatedTime: 4%

Plan or develop research models, using knowledge of mathematical and statistical concepts.

Risk: 51.1%AI: 60.3ObservedTime: 3%

Investigate and report on accidents affecting the environment.

Risk: 39.0%AI: 30EstimatedTime: 4%

Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.

Risk: 47.0%AI: 50EstimatedTime: 4%

Monitor environmental impacts of development activities.

Risk: 51.0%AI: 60EstimatedTime: 4%

Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.

Risk: 47.0%AI: 50EstimatedTime: 3%

Develop programs designed to obtain the most productive, non-damaging use of land.

Risk: 49.0%AI: 55EstimatedTime: 3%

Protective Factors

Total protective discount: 30.5%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityDependabilityAnalytical ThinkingInitiativeCooperationAdaptability/FlexibilityIndependenceAchievement/EffortStress TolerancePersistenceLeadership

Wage & Employment (2024)

Median Wage

$80,060

per year

Mean Wage

$88,640

per year

Employment

85K

workers

Wage Range

$50,130 - $134,830

10th - 90th pct

Wage Distribution

$50,130Median: $80,060$134,830
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Range Managers

25%
Low Risk

Median salary: $67,950

Higher risk than 18% of other occupations

Zoologists and Wildlife Biologists

29%
Medium Risk

Median salary: $72,860

Higher risk than 31% of other occupations

Geoscientists, Except Hydrologists and Geographers

29%
Medium Risk

Median salary: $99,240

Higher risk than 33% of other occupations

Environmental Engineers

29%
Medium Risk

Median salary: $104,170

Higher risk than 34% of other occupations

Hydrologists

32%
Medium Risk

Median salary: $92,060

Higher risk than 50% of other occupations

Soil and Water Conservationists

32%
Medium Risk

Median salary: $67,950

Higher risk than 50% of other occupations

Environmental Science and Protection Technicians, Including Health

33%
Medium Risk

Higher risk than 55% of other occupations

Chemists

36%
Medium Risk

Median salary: $84,150

Higher risk than 68% of other occupations

Validation Engineers

38%
Medium Risk

Median salary: $117,750

Higher risk than 74% of other occupations

Environmental Compliance Inspectors

40%
Medium Risk

Median salary: $78,420

Higher risk than 79% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Environmental Scientists and Specialists, Including Health 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.

  • Coordination

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

  • Instructing

    Instructing 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.

  • Active Learning

    Active Learning 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.

  • 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.

Score History

Risk score over 2 scoring runs

-1.4

overall change

Checking for existing plan...