Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

33.0%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Astronomers

They study stars, planets, and galaxies to understand how the universe works and share their findings with others.

This role is evolving

The career of an astronomer is labeled as "Evolving" because AI is being integrated to handle large amounts of data, making pattern recognition and anomaly detection much faster. While AI tools help with data analysis, human astronomers are still crucial for designing experiments, interpreting results, and communicating findings.

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Learn more about how you can thrive in this position

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Chat with Coach
Latest news
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Analysis
Chat
News
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This role is evolving

The career of an astronomer is labeled as "Evolving" because AI is being integrated to handle large amounts of data, making pattern recognition and anomaly detection much faster. While AI tools help with data analysis, human astronomers are still crucial for designing experiments, interpreting results, and communicating findings.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Changing fast iconChanging fast

16.0%

16.0%

Microsoft's Working with AI

AI Applicability

Learn about this score
Changing fast iconChanging fast

17.6%

17.6%

Anthropic's Observed Exposure

AI Resilience

Learn about this score
Changing fast iconChanging fast

9.9%

9.9%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

83.3%

83.3%

Althoff & Reichardt

Economic Growth

Learn about this score
Evolving iconEvolving

36.8%

36.8%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

2.2%

Growth Percentile:

43.4%

Annual Openings:

100

Annual Openings Pct:

0.3%

Analysis of Current AI Resilience

Astronomers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Astronomers today use AI mainly to help handle huge datasets. For example, news reports describe AI tools combing through telescope archives: one ESA team’s AI scanned 100 million Hubble images in a few days and flagged 1,300 unusual objects – hundreds never seen before [1] [2]. Another project at Oxford found that a “Virtual Research Assistant” could sift through hundreds of space signals per day, cutting researchers’ manual work by 85% [3].

Experts note that astronomers often “spend a large amount of time combing through data,” and AI helps them spot patterns or anomalies faster [4] [3]. In fact, a recent review observes that AI is already “widely used in astronomy” and has driven notable progress [5]. Tasks like classifying stars or galaxies in big sky surveys now often rely on machine-learning algorithms [5].

Other tasks in astronomy are still mostly human-led. Telescopes’ instruments automatically record radio, infrared, X-ray, and other signals as data, but scientists must calibrate and interpret those measurements; AI isn’t replacing that judgment yet. Calculating orbits and sizes of celestial bodies is done by algorithms and computers today, but these use standard math models rather than “smart” AI.

And jobs like writing grant proposals, teaching, or creating public outreach programs remain creative, social work – things that AI currently doesn’t do. In short, AI tools are augmenting the heavy data analysis tasks, but the human judgment and communication parts of an astronomer’s job still rely on people’s skills.

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AI Adoption

AI in the real world

Many factors affect how quickly astronomy groups adopt AI. Big projects with massive data have strong incentives: space agencies like NASA and ESA see AI as a way to boost discoveries. NASA scientists called the Hubble anomaly AI “a powerful demonstration” of how AI can enhance scientific results [2].

At the same time, budgets and effort matter. Some chemistry of AI are actually quite cheap – for instance, the Oxford supernova AI needed only 15,000 training examples and a normal laptop [3] – but building and validating these tools still takes time. Researchers also note a note of caution: there are fears of “false positives” (incorrect detections) that human experts would catch [4].

Overall, astronomy seems set to continue blending AI with human work. AI can make data processing faster and reveal patterns we’d miss, but scientists stress it’s a helper, not a replacement. Human astronomers will still design experiments, explain findings to people, and use creativity in science outreach.

The community is hopeful: AI is a tool that can free astronomers for more discovery and collaboration, while the human skills of intuition, teamwork, and communication stay central to the job [4] [3].

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More Career Info

Career: Astronomers

Similar Careers

Employment & Wage Data

Median Wage

$132,170

Jobs (2024)

1,800

Growth (2024-34)

+2.2%

Annual Openings

100

Education

Doctoral or professional degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

90% ResilienceCore Task

Collaborate with other astronomers to carry out research projects.

2

90% ResilienceCore Task

Develop and modify astronomy-related programs for public presentation.

3

90% ResilienceSupplemental

Direct the operations of a planetarium.

4

85% ResilienceCore Task

Raise funds for scientific research.

5

80% ResilienceCore Task

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

6

80% ResilienceCore Task

Develop instrumentation and software for astronomical observation and analysis.

7

75% ResilienceCore Task

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

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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