Home › Science › Astronomers

How an astronomer can use AI, task by task

O*NET 19-2011.00: AstronomersMedian pay $128,820/year (BLS, May 2025)17 tasksJob Zone 5: Extensive preparation

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

Your job title Type your own title and every prompt on this page updates to match. Also called: Astronomer, Astronomy Outreach Coordinator, Astrophysicist, Research Astrophysicist.

Where AI fits in this job

AI-ready 21%AI-assist 42%Stays human 37%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 3 AI-ready, 7 AI-assist and 7 human-led tasks out of 17. This measures where AI can help, not whether the job will disappear.

Information & paperwork

Thinking & planning

People & communication

Leading & teaching

Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Analyze research data to determine its significance, using computers.Crunch the numbers · Daily
Collaborate with other astronomers to carry out research projects.Look into it · Weekly
Teach astronomy or astrophysics.Train & teach · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.Lead people · Monthly
Supervise students' research on celestial and astronomical phenomena.Lead people · Weekly
Mentor graduate students and junior colleagues.Be there for people · Monthly

Skills to build & where you could move ↓

AI can draft these 3

AI produces a usable first pass. You review it, fix it and own it.

Analyze research data to determine its significance, using computers.

Daily

AI finds trends and writes the spreadsheet formulas.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 58% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as an astronomer. Part of my job is to analyze research data to determine its significance, using computers.

Context: We use Analyze and The MathWorks MATLAB; the work draws on physics, mathematics and computers and electronics.
Data: [paste]
Question: [rates, reserves, performance]

Analyze and explain. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Operational data analysis

Step 1Pick a real example: the next time you analyze research data to determine its significance (today).

Step 2Fill in [Data] and [Question] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.7/5 · core task · O*NET work activity: Analyze operational or research data..

Review scientific proposals and research papers.

A few times a year

AI is a patient tutor for new rules and techniques.

Show prompt & steps

AI is a patient personal tutor. It explains new rules, techniques and technology at your level, quizzes you and builds a study plan.

Ready-to-use prompt

I work as an astronomer. Part of my job is to review scientific proposals and research papers.

Context: The work draws on physics, mathematics and computers and electronics.
Field: [my area]
What I need: [new methods, recent findings, specific question]

Act as my tutor: explain the main recent developments, key papers to look up, and quiz me with 5 questions one at a time. I'll verify every paper exists.

10-minute exercise: Literature catch-up

Step 1Pick a real example: the next time you review scientific proposals.

Step 2Fill in [Field] and [What I need] with the real details, then run the prompt.

Step 3Look up two of the papers it names and read the abstracts.

AI's knowledge has a cutoff date. For new regulations and standards, always confirm against the official source.

Importance 3.8/5 · core task · O*NET work activity: Review professional literature to maintain professional knowledge..

Raise funds for scientific research.

A few times a year

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an astronomer. Part of my job is to raise funds for scientific research.

Context: We use Microsoft Word.
Project: [describe]
Funder: [requirements]

Draft the proposal. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Funding proposal

Step 1Pick a real example: the next time you raise funds.

Step 2Fill in [Project] and [Funder] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere. Recompute every total yourself.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.8/5 · core task · O*NET work activity: Prepare proposals or grant applications to obtain project funding..

AI can help you prep these 7

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Collaborate with other astronomers to carry out research projects.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an astronomer. Part of my job is to collaborate with other astronomers to carry out research projects.

Context: We use The MathWorks MATLAB and SAS; the work draws on physics, mathematics and computers and electronics.
Project: [research, audit, multidisciplinary]
My role: [describe]

List what to prepare, questions for collaborators, and a shared plan outline. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Collaboration prep

Step 1Pick a real example: the next time you collaborate with other astronomers to carry out research projects (this week).

Step 2Fill in [Project] and [My role] with the real details, then run the prompt.

Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.4/5 · core task · O*NET work activity: Collaborate on research activities with scientists or technical specialists..

Teach astronomy or astrophysics.

Weekly

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as an astronomer. Part of my job is to teach astronomy or astrophysics.

Context: We use Microsoft PowerPoint; the work draws on physics, mathematics and computers and electronics.
Topic: [concept]
Students: [level]

Plan a lecture with demonstrations, problems and misconceptions to address. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Science class session

Step 1Pick a real example: the next time you teach astronomy or astrophysics (this week).

Step 2Fill in [Topic] and [Students] with the real details, then run the prompt.

Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 4.1/5 · core task · O*NET work activity: Instruct college students in physical or life sciences..

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

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as an astronomer. Part of my job is to develop theories based on personal observations or on observations and theories of other astronomers.

Context: We use The MathWorks MATLAB and SAS; the work draws on physics, mathematics and computers and electronics.
Phenomenon: [describe]
Data: [observations]

Suggest models and simulation code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Physical model or simulation

Step 1Pick a real example: the next time you develop theories based.

Step 2Fill in [Phenomenon] and [Data] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.1/5 · core task · O*NET work activity: Develop theories or models of physical phenomena..

Develop instrumentation and software for astronomical observation and analysis.

Monthly

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as an astronomer. Part of my job is to develop instrumentation and software for astronomical observation and analysis.

Context: We use C and Formula translation/translator FORTRAN; the work draws on physics, mathematics and computers and electronics.
Problem: [research question]
Data and tools: [formats, libraries]

Propose an approach and write code with tests and documentation. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Scientific software

Step 1Pick a real example: the next time you develop instrumentation and software.

Step 2Fill in [Problem] and [Data and tools] with the real details, then run the prompt.

Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 4.0/5 · core task · O*NET work activity: Develop software or applications for scientific or technical use..

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

A few times a year

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as an astronomer. Part of my job is to present research findings at scientific conferences and in papers written for scientific journals.

Context: We use The MathWorks MATLAB and SAS; the work draws on physics, mathematics and computers and electronics.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you present research findings.

Step 2Fill in [Topic], [Audience] and [Notes] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.7/5 · core task · O*NET work activity: Prepare scientific or technical reports or presentations..

Develop and modify astronomy-related programs for public presentation.

A few times a year

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as an astronomer. Part of my job is to develop and modify astronomy-related programs for public presentation.

Context: We use Microsoft PowerPoint; the work draws on physics, mathematics and computers and electronics.
Topic: [results, practice information]
Audience: [public, officials]

Write plain-language answers. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Technical information for the public

Step 1Pick a real example: the next time you develop and modify astronomy-related programs for public presentation.

Step 2Fill in [Topic] and [Audience] with the real details, then run the prompt.

Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 3.5/5 · core task · O*NET work activity: Provide technical information or assistance to public..

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

A few times a year

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as an astronomer. Part of my job is to conduct question-and-answer presentations on astronomy topics with public audiences.

Context: The work draws on physics, mathematics and computers and electronics.
Topic: [results, practice information]
Audience: [public, officials]

Write plain-language answers. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Technical information for the public

Step 1Pick a real example: the next time you conduct question-and-answer presentations.

Step 2Fill in [Topic] and [Audience] with the real details, then run the prompt.

Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 3.2/5 · core task · O*NET work activity: Provide technical information or assistance to public..

These stay human 7

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time

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

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an astronomer. Part of my job is to study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.

Context: The work draws on physics, mathematics and computers and electronics.
Lab or project: [describe]
Priorities: [list]

Plan priorities and team briefing. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Directing lab or science work

Step 1Pick a real example: the next time you study celestial phenomena.

Step 2Fill in [Lab or project] and [Priorities] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.5/5 · core task · O*NET work activity: Direct scientific activities..

Supervise students' research on celestial and astronomical phenomena.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an astronomer. Part of my job is to supervise students' research on celestial and astronomical phenomena.

Context: The work draws on physics, mathematics and computers and electronics.
Students: [level]
Project: [describe]

Plan milestones, meeting questions and feedback approach. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Supervising student research

Step 1Pick a real example: the next time you supervise students' research on celestial and astronomical phenomena (this week). Leave out names and identifying details.

Step 2Fill in [Students] and [Project] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.2/5 · core task · O*NET work activity: Supervise student research or internship work..

Mentor graduate students and junior colleagues.

Monthly

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as an astronomer. Part of my job is to mentor graduate students and junior colleagues.

Context: The work draws on physics, mathematics and computers and electronics.
Who: [student, mentee; no names]
Topic: [courses, career, research]

Prepare questions to understand their goals, options to discuss, and next steps. Then play the student.

10-minute exercise: Advising session

Step 1Pick a real example: the next time you mentor graduate students and junior colleagues. Leave out names and identifying details.

Step 2Fill in [Who] and [Topic] with the real details, then run the prompt.

Step 3End with one concrete next step they own.

📊 People already use AI around this task (Anthropic Economic Index, Apr 2026 to May 2026). The task itself stays human-led.

Importance 4.4/5 · core task · O*NET work activity: Advise students on academic or career matters.. Also involves: Support the professional development of others..

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

A few times a year

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as an astronomer. Part of my job is to measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.

Context: The work draws on physics, mathematics and computers and electronics.
What I measure: [vegetation, populations, soil, water]
Method: [plots, transects, counts]

Write a protocol with sampling, data sheet and quality checks. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Field measurement protocol

Step 1Pick a real example: the next time you measure radio, infrared and gamma.

Step 2Fill in [What I measure] and [Method] with the real details, then run the prompt.

Step 3Use the data sheet on your next trip.

Importance 4.0/5 · core task · O*NET work activity: Measure environmental characteristics.. Also involves: Measure radiation levels..

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

A few times a year

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as an astronomer. Part of my job is to calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.

Context: The work draws on physics, mathematics and computers and electronics.
What I measure: [vegetation, populations, soil, water]
Method: [plots, transects, counts]

Write a protocol with sampling, data sheet and quality checks. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Field measurement protocol

Step 1Pick a real example: the next time you calculate orbits.

Step 2Fill in [What I measure] and [Method] with the real details, then run the prompt.

Step 3Use the data sheet on your next trip.

Importance 3.3/5 · core task · O*NET work activity: Measure environmental characteristics.. Also involves: Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields..

Serve on professional panels and committees.

A few times a year

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an astronomer. Part of my job is to serve on professional panels and committees.

Context: The work draws on physics, mathematics and computers and electronics.
Committee: [board, department, governing body]
Agenda item: [describe]
My view: [what I'll argue for]

Prepare my position in 2 sentences, the strongest counter-arguments, questions to ask, and what I'll vote or decide based on.

10-minute exercise: Committee meeting prep

Step 1Pick a real example: the next time you serve on professional panels and committees.

Step 2Fill in [Committee], [Agenda item] and [My view] with the real details, then run the prompt.

Step 3Read the papers yourself before the meeting.

Importance 3.3/5 · core task · O*NET work activity: Serve on institutional or departmental committees..

Direct the operations of a planetarium.

A few times a year

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an astronomer. Part of my job is to direct the operations of a planetarium.

Context: The work draws on physics, mathematics and computers and electronics.
Lab or project: [describe]
Priorities: [list]

Plan priorities and team briefing. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Directing lab or science work

Step 1Pick a real example: the next time you direct the operations of a planetarium.

Step 2Fill in [Lab or project] and [Priorities] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 2.5/5 · O*NET work activity: Direct scientific activities..

Get the full prompt pack for Astronomers

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

Critical Thinkingimportance 4.1/5
Used in: Guiding, Directing, and Motivating Subordinates
Active Listeningimportance 4.0/5
Used in: Guiding, Directing, and Motivating Subordinates
Monitoringimportance 3.4/5
Used in: Guiding, Directing, and Motivating Subordinates
Speakingimportance 4.0/5
Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

Writingimportance 4.1/5
Used in: Communicating with Supervisors, Peers, or Subordinates
Reading Comprehensionimportance 4.2/5
Used in: Analyzing Data or Information
Judgment and Decision Makingimportance 3.6/5
Used in: Training and Teaching Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Physicists8% human-led · Same preparation · $172,250/yr · usually doctoral degree
Skills to build: Programming, Instructing, Systems Analysis
Mathematicians10% human-led · Same preparation · $126,710/yr · usually doctoral degree
Skills to build: Mathematics, Complex Problem Solving, Critical Thinking
Biochemists and Biophysicists23% human-led · Same preparation · $127,410/yr · usually post-doctoral training
Skills to build: Quality Control Analysis, Systems Evaluation, Systems Analysis
Physics Teachers, Postsecondary32% human-led · Same preparation · $100,310/yr · usually doctoral degree
Skills to build: Instructing, Critical Thinking, Active Listening

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 1 AI-ready, 0 AI-assist, 0 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Write and review scientific proposals and research papers.

New in O*NET

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an astronomer. Part of my job is to write and review scientific proposals and research papers.

Context: We use Microsoft Word.
Here's what I have for the scientific proposals: [rough notes, the facts, figures and decisions behind it]

Write a clear first draft that I can check and finish. Keep it [one page / short / formal], laid out so I can paste it into Microsoft Word. Use headings if they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Draft the scientific proposals

Step 1Pull up the last scientific proposals you did, or jot 5 rough bullets for the next one.

Step 2Paste the prompt and put those bullets in [rough notes]. Pick the length in [one page / short / formal] to match what goes into Microsoft Word.

Step 3Fix every [CHECK] against your source and anything else that's wrong, then compare the time with writing the scientific proposals from scratch.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Updated O*NET task (08/2024), replacing: “Review scientific proposals and research papers.”. O*NET work activity: Review professional literature to maintain professional knowledge..

Getting into this job

Doctoral degree is most common (65% of workers)

Graduate degree 100%

On-the-job training: 1–3 months
Related experience: 2–4 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Apache HadoopCC++IBM SPSS StatisticsLinuxMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft WordOracle JavaPythonR