Takeover Tracker
29%medium risk

Astronomers

Observe, research, and interpret astronomical phenomena to increase basic knowledge or apply such information to practical problems.

Higher risk than 33% of occupations
Checking for existing plan...

How AI Impacts Each Task

17 tasks analyzed

Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.

Risk: 48.5%AI: 53.83ObservedTime: 10%

Analyze research data to determine its significance, using computers.

Risk: 47.3%AI: 50.75ObservedTime: 15%

Develop theories based on personal observations or on observations and theories of other astronomers.

Risk: 51.0%AI: 59.88ObservedTime: 10%

Collaborate with other astronomers to carry out research projects.

Risk: 25.0%AI: 25EstimatedTime: 5%

Present research findings at scientific conferences and in papers written for scientific journals.

Risk: 51.0%AI: 60ObservedTime: 8%

Raise funds for scientific research.

Risk: 29.0%AI: 35EstimatedTime: 5%

Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.

Risk: 51.0%AI: 60EstimatedTime: 5%

Teach astronomy or astrophysics.

Risk: 27.0%AI: 30EstimatedTime: 8%

Develop instrumentation and software for astronomical observation and analysis.

Risk: 50.6%AI: 58.98ObservedTime: 8%

Review scientific proposals and research papers.

Risk: 47.6%AI: 51.58ObservedTime: 4%

Serve on professional panels and committees.

Risk: 19.0%AI: 10EstimatedTime: 3%

Develop and modify astronomy-related programs for public presentation.

Risk: 48.2%AI: 52.95ObservedTime: 2%

Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.

Risk: 68.5%AI: 48.15ObservedTime: 4%

Direct the operations of a planetarium.

Risk: 21.0%AI: 15EstimatedTime: 2%

Mentor graduate students and junior colleagues.

Risk: 19.0%AI: 10EstimatedTime: 4%

Supervise students' research on celestial and astronomical phenomena.

Risk: 21.0%AI: 15EstimatedTime: 4%

Conduct question and answer presentations on astronomy topics with public audiences.

Risk: 27.0%AI: 30EstimatedTime: 3%

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.

Mathematics10%

High reliance on Mathematics 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.

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.

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.

Service Orientation82%

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

Instructing75%

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

Persuasion80%

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

Recommended Courses

Courses matched to Astronomers 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-8.1pt risk+$8K/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+$8K/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

-3.6pt risk+$7K/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.

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Score History

Risk score over 2 scoring runs

-1.1

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Doctoral/Professional Degree9%
Level 1130%
Level 1261%

Prior Experience Needed

Work experience required to enter this job

None24%
1-2 years9%
2-4 years42%
4-6 years18%
8-10 years3%
Over 10 years3%

Training Provided After Hiring

How long it typically takes to learn on the job

None47%
Up to 1 month16%
1-3 months9%
3-6 months3%
6 months - 1 year6%
1-2 years9%
2-4 years3%
4-6 years6%

Related News

Recent articles about AI affecting this occupation

1 articles

University Lectures Chopped Up and Turned Into AI Slop

Arizona State University is beta-testing "ASU Atomic," a tool that automatically slices faculty lectures into short clips to generate learning materials. Educators are raising alarms about their intellectual property being repurposed without consent to automate teaching tasks.

404 Media2d ago

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis