AITakeover Tracker
33%medium risk

Atmospheric and Space Scientists

Investigate atmospheric phenomena and interpret meteorological data, gathered by surface and air stations, satellites, and radar to prepare reports and forecasts for public and other uses. Includes weather analysts and forecasters whose functions require the detailed knowledge of meteorology.

Green Enhanced SkillsHigher risk than 57% of occupations

AI Impact Summary

Atmospheric and Space Scientists faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 57% of all analyzed occupations. Of 27 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)

Mathematics10%

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

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%

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

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.

Complex Problem Solving75%

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

Leadership88%

Leadership 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.

Coordination70%

Coordination 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 ThinkingActive LearningWritingJudgment and Decision MakingSystems AnalysisMonitoringTechnology Design

Recommended Courses

Courses matched to Atmospheric and Space Scientists 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+$6K/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+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.2pt 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

Bachelor's Degree75%
Master's Degree4%
Doctoral/Professional Degree18%
Level 124%

Prior Experience Needed

Work experience required to enter this job

None29%
6 months - 1 year25%
1-2 years25%
2-4 years11%
4-6 years7%
6-8 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month39%
1-3 months11%
3-6 months14%
6 months - 1 year11%
1-2 years7%
2-4 years14%
6-8 years4%

How AI Impacts Each Task

27 tasks analyzed

Broadcast weather conditions, forecasts, or severe weather warnings to the public via television, radio, or the Internet or provide this information to the news media.

Risk: 31.0%AI: 40EstimatedTime: 4%

Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.

Risk: 71.8%AI: 56.57ObservedTime: 4%

Interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.

Risk: 49.5%AI: 56.35ObservedTime: 8%

Develop or use mathematical or computer models for weather forecasting.

Risk: 61.0%AI: 85EstimatedTime: 7%

Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.

Risk: 69.1%AI: 49.78ObservedTime: 6%

Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.

Risk: 55.0%AI: 70EstimatedTime: 6%

Measure wind, temperature, and humidity in the upper atmosphere, using weather balloons.

Risk: 47.0%AI: 35EstimatedTime: 3%

Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.

Risk: 59.0%AI: 80EstimatedTime: 4%

Direct forecasting services at weather stations or at radio or television broadcasting facilities.

Risk: 23.0%AI: 20EstimatedTime: 3%

Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related information.

Risk: 57.0%AI: 75EstimatedTime: 5%

Prepare scientific atmospheric or climate reports, articles, or texts.

Risk: 46.6%AI: 49ObservedTime: 4%

Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.

Risk: 27.0%AI: 30EstimatedTime: 3%

Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.

Risk: 23.0%AI: 20EstimatedTime: 3%

Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.

Risk: 51.2%AI: 60.42ObservedTime: 4%

Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.

Risk: 57.0%AI: 75EstimatedTime: 4%

Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.

Risk: 55.0%AI: 70EstimatedTime: 4%

Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.

Risk: 51.9%AI: 62.22ObservedTime: 3%

Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.

Risk: 27.0%AI: 30EstimatedTime: 2%

Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.

Risk: 51.0%AI: 60EstimatedTime: 3%

Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.

Risk: 51.0%AI: 60EstimatedTime: 3%

Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.

Risk: 55.0%AI: 70EstimatedTime: 3%

Conduct wind assessment, integration, or validation studies.

Risk: 53.0%AI: 65EstimatedTime: 2%

Collect air samples from planes or ships over land or sea to study atmospheric composition.

Risk: 13.0%AI: 10EstimatedTime: 2%

Estimate or predict the effects of global warming over time for specific geographic regions.

Risk: 55.0%AI: 70EstimatedTime: 3%

Speak to the public to discuss weather topics or answer questions.

Risk: 27.0%AI: 30EstimatedTime: 2%

Develop and deliver training on weather topics.

Risk: 31.0%AI: 40EstimatedTime: 2%

Develop computer programs to collect meteorological data or to present meteorological information.

Risk: 57.0%AI: 75EstimatedTime: 3%

Protective Factors

Total protective discount: 29.2%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAnalytical ThinkingAttention to DetailStress ToleranceCooperationInitiativeAdaptability/FlexibilityPersistenceAchievement/EffortIntegritySelf ControlIndependence

Wage & Employment (2024)

Median Wage

$97,450

per year

Mean Wage

$103,980

per year

Employment

9K

workers

Wage Range

$49,990 - $160,710

10th - 90th pct

Wage Distribution

$49,990Median: $97,450$160,710
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

Geoscientists, Except Hydrologists and Geographers

29%
Medium Risk

Median salary: $99,240

Higher risk than 33% of other occupations

Broadcast News Analysts

30%
Medium Risk

Higher risk than 36% of other occupations

Geospatial Information Scientists and Technologists

34%
Medium Risk

Higher risk than 64% of other occupations

Remote Sensing Scientists and Technologists

34%
Medium Risk

Median salary: $117,960

Higher risk than 64% of other occupations

Software Developers, Systems Software

35%
Medium Risk

Higher risk than 67% of other occupations

Geophysical Data Technicians

36%
Medium Risk

Higher risk than 69% of other occupations

Geographic Information Systems Technicians

38%
Medium Risk

Higher risk than 76% of other occupations

City and Regional Planning Aides

42%
Medium Risk

Median salary: $58,040

Higher risk than 86% of other occupations

Social Science Research Assistants

43%
Medium Risk

Median salary: $58,040

Higher risk than 88% of other occupations

Cartographers and Photogrammetrists

47%
Medium Risk

Median salary: $78,380

Higher risk than 95% 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. Atmospheric and Space Scientists professionals should diversify beyond them.

  • Mathematics

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

  • 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

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

  • 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.

  • Complex Problem Solving

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

  • Leadership

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

  • Instructing

    Instructing 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.

  • Active Learning

    Active Learning 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.

  • 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

-0.0

overall change

Checking for existing plan...