Astronomers
Observe, research, and interpret astronomical phenomena to increase basic knowledge or apply such information to practical problems.
AI Impact Summary
Astronomers faces moderate AI displacement risk with a score of 29/100. This occupation has higher AI displacement risk than 33% of all analyzed occupations. Of 17 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension 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 Information Ordering 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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Leadership 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.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
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
17 tasks analyzed
Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.
Analyze research data to determine its significance, using computers.
Develop theories based on personal observations or on observations and theories of other astronomers.
Collaborate with other astronomers to carry out research projects.
Present research findings at scientific conferences and in papers written for scientific journals.
Raise funds for scientific research.
Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.
Teach astronomy or astrophysics.
Develop instrumentation and software for astronomical observation and analysis.
Review scientific proposals and research papers.
Serve on professional panels and committees.
Develop and modify astronomy-related programs for public presentation.
Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.
Direct the operations of a planetarium.
Mentor graduate students and junior colleagues.
Supervise students' research on celestial and astronomical phenomena.
Conduct question and answer presentations on astronomy topics with public audiences.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments. | 53.83Observed | 48.5% | 10% | |
| Analyze research data to determine its significance, using computers. | 50.75Observed | 47.3% | 15% | |
| Develop theories based on personal observations or on observations and theories of other astronomers. | 59.88Observed | 51.0% | 10% | |
| Collaborate with other astronomers to carry out research projects. | 25Estimated | 25.0% | 5% | |
| Present research findings at scientific conferences and in papers written for scientific journals. | 60Observed | 51.0% | 8% | |
| Raise funds for scientific research. | 35Estimated | 29.0% | 5% | |
| Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources. | 60Estimated | 51.0% | 5% | |
| Teach astronomy or astrophysics. | 30Estimated | 27.0% | 8% | |
| Develop instrumentation and software for astronomical observation and analysis. | 58.98Observed | 50.6% | 8% | |
| Review scientific proposals and research papers. | 51.58Observed | 47.6% | 4% | |
| Serve on professional panels and committees. | 10Estimated | 19.0% | 3% | |
| Develop and modify astronomy-related programs for public presentation. | 52.95Observed | 48.2% | 2% | |
| Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies. | 48.15Observed | 68.5% | 4% | |
| Direct the operations of a planetarium. | 15Estimated | 21.0% | 2% | |
| Mentor graduate students and junior colleagues. | 10Estimated | 19.0% | 4% | |
| Supervise students' research on celestial and astronomical phenomena. | 15Estimated | 21.0% | 4% | |
| Conduct question and answer presentations on astronomy topics with public audiences. | 30Estimated | 27.0% | 3% |
Protective Factors
Total protective discount: 29.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$132,170
per year
Mean Wage
$134,430
per year
Employment
2K
workers
Wage Range
$70,730 - $191,880
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Astronomers 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.
- Mathematics
High reliance on Mathematics 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.
- 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.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination 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.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- 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.
Score History
Risk score over 2 scoring runs
overall change