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Astronomers

SOC 19-2011.00Job Zone 5 · Extensive Preparationv.26.05

Context coveredThis framework covers the full career arc of professional astronomers working in university departments, national observatories, and research institutes — from supervised doctoral-level research through institutional leadership of large-scale observational, theoretical, and collaborative astrophysics programs.

Sources:O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.SkillsCrosswalkSkillsCrosswalk — O*NET enrichment + adjacency index. Opens in new tab.
Emerging
Entry / Apprentice
  1. Astronomical datasets — analyze using established computational pipelines and scientific software under faculty or senior astronomer guidance.
  2. Ground-based and space-borne telescope observations — execute according to approved observing protocols within a supervised research program.
  3. Scientific literature — read and synthesize peer-reviewed papers to support an ongoing research project in a university or observatory setting.
  4. Research findings — present in structured formats at internal group meetings or departmental seminars under the direction of a supervising astronomer.
  5. Mathematical and statistical methods — apply to reduce and interpret observational data within a defined research task assigned by a principal investigator.
  6. Astronomical databases and archival data repositories — query and retrieve relevant datasets following documented procedures in a research computing environment.
  7. Data visualization tools and graphics software — produce plots and figures that accurately represent celestial measurements for inclusion in progress reports.
  8. Collaborative research tasks — contribute to team projects by completing assigned sub-tasks and communicating results clearly to senior collaborators.
  9. Physical and mathematical principles — apply foundational knowledge of physics and astrophysics to interpret observed celestial phenomena within supervised coursework or a thesis project.
  10. Laboratory and computing safety protocols — follow consistently while operating observatory equipment and high-performance computing systems in a research facility.
Developing
Mid-level / Established
  1. Observational data from multiple telescope platforms — analyze independently using scientific and development environment software to identify statistically significant astrophysical signals.
  2. Celestial phenomena investigations — design and execute observing programs using ground-based and space-borne instruments with reduced oversight in a professional research setting.
  3. Journal manuscripts and conference papers — draft and revise to communicate research findings to the broader astronomical community with limited editorial guidance.
  4. Scientific conference presentations — deliver oral or poster presentations of original research findings to specialist audiences at national or international meetings.
  5. Theoretical models of celestial systems — develop and refine based on personal observations and published literature, situating conclusions within the current state of the field.
  6. Graduate student researchers — assist in day-to-day supervision of data collection and analysis tasks within an observatory or university research group.
  7. Collaborative multi-investigator projects — coordinate assigned contributions, manage shared datasets, and integrate results into cohesive research outputs.
  8. Astronomy or astrophysics course content — teach introductory or intermediate topics in a university classroom, adapting instructional strategies to student learning needs.
  9. Complex problem-solving approaches — select and justify appropriate analytical or computational methods when addressing non-routine observational anomalies in a research program.
  10. Research proposals for internal funding or telescope time allocation — prepare with clearly defined scientific objectives and feasibility assessments under senior review.
Proficient
Senior / Expert IC
  1. Large-scale astronomical datasets — independently design and execute end-to-end computational analyses, drawing significant scientific conclusions for peer-reviewed publication.
  2. Original astrophysical theories — develop from synthesis of personal observational results and broader disciplinary literature, advancing understanding of celestial phenomena in a research institution.
  3. Full observing campaigns across ground-based and space-borne telescope networks — plan, coordinate, and execute autonomously, adapting methods when non-routine instrumental or environmental conditions arise.
  4. Peer-reviewed research articles — author and submit to high-impact scientific journals, responding to reviewer critiques with rigorous scientific and rhetorical precision.
  5. Graduate student thesis research — supervise comprehensively from project design through dissertation defense, ensuring scientific rigor and professional development in a university department.
  6. Multi-institutional collaborative research projects — lead scientific coordination, align team contributions to shared objectives, and arbitrate methodological decisions across partner organizations.
  7. External grant proposals to federal agencies or foundations — develop with full scientific justification, broader impact narratives, and detailed technical approaches as principal investigator.
  8. Emerging computational and instrumentation technologies — evaluate, adopt, and integrate into active research workflows to maintain methodological currency in a rapidly evolving field.
  9. Astronomy or astrophysics graduate courses — design curricula and deliver instruction that bridges foundational theory with frontier research in a doctoral-granting program.
  10. Cross-disciplinary research problems — apply astronomical expertise in collaboration with physicists, engineers, and data scientists to address complex questions that span traditional domain boundaries.
Advanced
Lead / Principal / Executive
  1. Institutional research strategy and long-range scientific agenda — define and champion for an observatory, research center, or university astronomy department at the organizational level.
  2. Major telescope facility or space mission programs — provide scientific leadership to shape instrument design requirements, observational priorities, and data-access policies at a programmatic scale.
  3. Flagship peer-reviewed publications and review articles — author to synthesize decades of research and set the conceptual framework for future inquiry across the astronomical community.
  4. Junior faculty, postdoctoral researchers, and graduate students — mentor systematically through sponsorship, feedback, and professional networking to build the next generation of astronomical scientists.
  5. Large interdisciplinary research consortia or national collaborations — lead governance, resource allocation, and scientific prioritization across dozens of investigators and institutions.
  6. High-stakes funding portfolios — secure and steward multi-year, multi-million-dollar grants from federal agencies, shaping the financial and scientific trajectory of a research program.
  7. Decadal survey panels and scientific advisory boards — contribute expert judgment to national priority-setting processes that determine observatory investments and mission portfolios for the field.
  8. Graduate and postdoctoral training programs — design and implement at institutional scale, embedding inclusive pedagogical and mentorship frameworks that advance workforce diversity.
  9. Transformative astrophysical theories or discoveries — communicate to scientific and public audiences through keynote addresses, media engagements, and policy testimony, translating complex findings into broad impact.
  10. Organizational culture of scientific excellence, ethical practice, and innovation — model and cultivate across a department or research enterprise, setting norms that govern conduct and collaboration.

AI-at-Work Competency Framework

Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.
Subscriber feature

Authoritative source data identified for 998 occupations

How a worker at each mastery level uses, directs, and evaluates AI tools in this occupation. Each statement cites its evidence inline; click a citation chip to verify the source.

Emerging
  1. Literature survey acceleration — uses an AI assistant to summarize and surface relevant papers across astronomy preprint archives, then reads primary sources before drawing any scientific conclusions Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. Data analysis onboarding — submits well-defined datasets to an AI tool for preliminary statistical summaries, reducing time spent on routine data-wrangling tasks while retaining judgment over scientific interpretation Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
Developing
  1. Manuscript drafting assistance — delegates first-draft prose sections of journal papers and conference abstracts to an AI writing assistant, then revises for scientific accuracy and disciplinary voice Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. Automated pipeline integration — directs AI-assisted scripts to preprocess telescope observation outputs (calibration, noise reduction, format conversion), verifying each stage against known reference data before proceeding Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  3. Collaborative query orchestration — formulates precise, context-rich prompts that translate multi-step research questions into AI-executable analytical tasks, maintaining ownership of the hypothesis and experimental design Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Proficient
  1. High-throughput data interpretation — routes large photometric or spectroscopic datasets through AI classification models, then audits flagged anomalies and edge cases with domain expertise before publication Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. Research synthesis delegation — hands off systematic literature reviews across hundreds of sources to an AI agent, then critically evaluates the synthesized output for gaps, biases, and disciplinary nuance Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  3. Time-saving pipeline design — architects end-to-end AI-assisted workflows covering data ingestion through preliminary results, achieving the substantial time efficiencies documented for the occupation while preserving scientific authorship Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  4. Conference presentation refinement — uses AI tools to stress-test the logical structure and clarity of scientific talks, then applies expert judgment to ensure technical depth and audience appropriateness are preserved Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Advanced
  1. Autonomous agent supervision — deploys AI agents to execute multi-stage observational data analyses with minimal human intervention per step, while setting validation checkpoints and retaining authority over all scientific conclusions Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. Mentorship augmentation design — develops AI-assisted training protocols for graduate students and junior colleagues that model responsible human-AI collaboration norms specific to astronomical research practice WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  3. Cross-institutional AI workflow governance — leads the design and evaluation of shared AI tooling standards across collaborative research projects, ensuring reproducibility, auditability, and alignment with community data-sharing norms Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  4. Frontier model evaluation — benchmarks new large-scale AI models against astronomy-specific tasks (e.g., transient classification, exoplanet detection), publishing structured assessments that advance community understanding of model reliability and limits Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Evidence pack
AEI usage
Task observations: 558
Augment share: 55.8%
Time saved: 83.4%
AI autonomy: 3.20
SAFI positioning
Top skill: Reading Comprehension
Score: 45.5 / 100
Quadrant: Q2_ai_augmented
precision: exact
WEF cluster
Data Science and Analysis
data_science_and_analysis
Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.

Pathsmith Durable Skills Framework

Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Subscriber feature

Ten durable-skill domains mapped to four proficiency/role levels for each occupation. Each statement is aligned to the Pathsmith taxonomy, derived from trusted grounding data and mapped to occupation-specific O*NET tasks and skills.

1Communication9 statements
Emerging
  1. Observational summaries — describes celestial phenomena and telescope data in written lab reports using standard scientific terminology Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Conference participation — asks clarifying questions and takes notes during astronomy colloquia and research seminars Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Research documentation — drafts methods and results sections of astronomical papers with logically organized data presentation and appropriate citations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Seminar delivery — presents preliminary findings from observational campaigns to departmental audiences using prepared slides and visual data representations O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Journal publication — prepares and revises peer-reviewed manuscripts on astrophysical research for submission to journals such as The Astrophysical Journal, adapting technical depth to editorial standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Conference communication — delivers oral and poster presentations of completed research at professional meetings, fielding expert questions with precision and clarity O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Grant writing — articulates research objectives, methodologies, and significance in funding proposals to agencies such as NSF or NASA Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Public science communication — translates complex cosmological and astrophysical discoveries into accessible narratives for non-specialist audiences through media, outreach events, and public lectures Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-disciplinary dialogue — leads scientific discourse across physics, engineering, and computational teams on large observational projects, synthesizing diverse technical perspectives into unified research communication Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
2Leadership8 statements
Emerging
  1. Research initiative — takes ownership of assigned observational tasks and data reduction pipelines within a supervised research group Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Peer engagement — volunteers to co-lead journal club discussions on recent astrophysics literature within academic settings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Student supervision — guides undergraduate researchers through telescope operation protocols and introductory data analysis procedures O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Project coordination — organizes observing schedules and data management workflows for small collaborative research teams Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Graduate mentorship — supervises doctoral and master's students through the full research cycle from hypothesis formation to dissertation defense, providing structured feedback and professional development guidance O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research program management — leads independent research programs, securing telescope time, managing budgets, and directing multi-year observational campaigns Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Institutional leadership — chairs department committees, observatory steering boards, or international telescope consortia, shaping research priorities and resource allocation at institutional or field-wide levels Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Field advancement — builds and leads large collaborative research teams on flagship missions or survey projects, mentoring junior faculty and establishing lab culture that produces recognized scientific contributions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
3Metacognition8 statements
Emerging
  1. Learning self-assessment — identifies personal gaps in mathematical or computational skills needed for astrophysical modeling and seeks targeted coursework or resources Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Research reflection — journals progress on data analysis tasks to recognize recurring errors in spectral reduction or photometric calibration techniques Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Strategy adaptation — adjusts data interpretation strategies after recognizing confirmation bias in preliminary analysis of observational results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Skill mapping — articulates which statistical or programming competencies to develop next based on the requirements of upcoming telescope proposals or analysis pipelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Research planning awareness — monitors one's own theoretical assumptions throughout a multi-year study of celestial phenomena, flagging when instrumental or modeling biases may be influencing conclusions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Teaching reflection — evaluates the effectiveness of one's own instructional approaches in astronomy courses and revises pedagogical strategies based on student outcomes Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Epistemological modeling — articulates the boundaries of current astrophysical knowledge frameworks and identifies where one's own theoretical assumptions may constrain interpretation of novel phenomena such as gravitational wave sources or dark matter candidates Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Mentorship of metacognitive practices — coaches graduate students and junior colleagues to develop self-regulated learning habits and reflective research practices within astronomy training contexts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
4Critical Thinking9 statements
Emerging
  1. Data validity assessment — identifies obvious artifacts, noise, or calibration errors in raw telescope data before performing scientific analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Literature evaluation — distinguishes between methodologically sound and weak studies when reviewing astronomical research papers for course assignments O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Hypothesis testing — evaluates competing physical explanations for observed spectral or photometric anomalies using statistical significance thresholds and error analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Assumption identification — recognizes underlying assumptions in published astrophysical models and articulates how those assumptions affect the validity of conclusions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Research data analysis — systematically analyzes multi-wavelength observational datasets using computational tools to determine scientific significance and rule out instrumental or systematic errors O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Theory development — constructs and tests original theoretical models of celestial phenomena by integrating observational evidence, physical principles, and prior literature O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Peer review — critically evaluates submitted manuscripts for methodological rigor, logical consistency, and evidentiary support in the context of journal or grant review panels Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Paradigm critique — challenges prevailing cosmological or astrophysical models by identifying where accumulated observational evidence contradicts established theoretical frameworks, proposing falsifiable alternatives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-domain synthesis — integrates findings from particle physics, engineering instrumentation, and computational science to construct novel explanatory frameworks for unresolved astronomical phenomena Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
5Collaboration8 statements
Emerging
  1. Team observing — contributes to shared telescope observing runs by operating instruments under supervision and communicating status to team members during data acquisition Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research group participation — attends and contributes constructively to weekly research group meetings, sharing progress updates and responding to peer feedback Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Co-authored research — contributes substantively to collaborative papers by completing assigned analysis components, meeting deadlines, and integrating feedback from co-investigators O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-institutional coordination — communicates effectively with collaborators at partner institutions or international observatories to coordinate observing schedules and data-sharing protocols Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Consortium participation — serves as a working group member on large survey projects or space mission science teams, aligning individual research contributions with collective scientific goals Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Interdisciplinary collaboration — works alongside engineers, computer scientists, and physicists on instrument development or data pipeline construction, navigating disciplinary differences in terminology and methodology Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Large-scale collaboration leadership — coordinates science teams of dozens of researchers across international telescope networks or space missions, resolving conflicts, aligning priorities, and ensuring equitable contribution recognition Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Community infrastructure building — establishes shared data archives, open-source analysis pipelines, or collaborative agreements that enable field-wide scientific productivity across institutions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
6Character9 statements
Emerging
  1. Data integrity — records raw observational data and reduction steps accurately in research logs without omitting inconvenient results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Attribution practice — properly cites prior research and acknowledges collaborator contributions in academic work from the earliest stage of training Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Research ethics compliance — follows institutional review protocols, data management plans, and telescope allocation policies with full transparency Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Accountability in errors — identifies and discloses data reduction mistakes to supervisors or co-authors promptly, and implements corrective analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Scientific integrity — upholds rigorous reporting standards in published research, including honest characterization of uncertainties, limitations, and negative results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Mentor responsibility — maintains professional boundaries and equitable treatment in supervisory relationships with students and junior researchers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Conflict of interest management — recuses from peer review or grant panels where personal or institutional conflicts could compromise objectivity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Field-wide ethics advocacy — contributes to professional society discussions on research misconduct, data reproducibility, and equitable access to observational facilities, modeling ethical leadership for the discipline Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Inclusive science culture — actively challenges inequitable practices in hiring, authorship, and telescope access, building institutional norms that reflect professional accountability and respect Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
7Creativity8 statements
Emerging
  1. Observational problem-solving — proposes alternative instrument configurations or filter combinations when standard telescope setups are unavailable for a target observation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Analytical experimentation — tries unconventional statistical approaches or visualization methods when standard reductions fail to reveal structure in astronomical datasets Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Novel hypothesis generation — formulates original physical explanations for anomalous observational findings that extend beyond textbook models Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Method adaptation — repurposes existing computational algorithms from adjacent fields such as signal processing or machine learning to solve astronomical classification or detection problems Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Theoretical innovation — develops original theoretical frameworks or simulation approaches to model celestial phenomena not fully explained by current astrophysical models O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Instrument concept design — conceives novel observational strategies or instrument configurations that enable measurements previously considered technically infeasible Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Field-redefining research — produces foundational discoveries or methodological innovations in areas such as exoplanet detection, gravitational lensing, or multi-messenger astronomy that open entirely new lines of scientific inquiry Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Interdisciplinary synthesis — draws creative connections between astrophysical phenomena and unsolved problems in fundamental physics or cosmology, generating research programs that transcend traditional disciplinary boundaries Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
8Growth Mindset8 statements
Emerging
  1. Feedback integration — incorporates supervisor and peer critique on data analysis methods or written drafts without defensiveness, revising work accordingly Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Skill acquisition — pursues new programming languages or statistical techniques required by evolving observatory data pipelines as a deliberate learning investment Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Rejection resilience — resubmits telescope time proposals or journal manuscripts after rejection by addressing reviewer feedback systematically and constructively Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Productive confusion — persists through extended periods of ambiguous data interpretation, treating unresolved anomalies as learning opportunities rather than failures Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Domain expansion — pursues training in adjacent fields such as gravitational wave physics, astrobiology, or computational methods when research questions require expertise beyond current specialization Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Mentorship of resilience — explicitly models and coaches a growth orientation to graduate students facing failed observations, instrument downtime, or inconclusive results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Career-long learning — transitions scientific focus to emerging subfields as the discipline evolves, developing new technical mastery at senior career stages in response to transformational instruments such as JWST or LIGO Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Institutional growth culture — shapes departmental or observatory culture to normalize iteration, productive failure, and continuous learning as professional norms across career stages Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
9Mindfulness8 statements
Emerging
  1. Observational attention — maintains focused, systematic attention during long telescope observing runs, monitoring instrument performance and data quality in real time Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Emotional regulation — manages frustration during data loss events or instrument failures without allowing acute distress to compromise subsequent observational decisions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Deliberate analysis — pauses to verify assumptions and check intermediate results during complex data reduction rather than advancing automatically through computational pipelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Workload awareness — monitors personal cognitive load and scheduling demands across concurrent research, teaching, and service obligations, adjusting priorities intentionally Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Intentional communication — approaches high-stakes conversations such as grant panel presentations or peer review disputes with deliberate composure, choosing precise language and managing emotional reactivity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Present-focused research — sustains deep concentration during extended theoretical derivations or large-scale simulation debugging sessions, minimizing context-switching and distraction Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Contemplative leadership — models and fosters mindful, reflective decision-making within research teams under the pressure of mission deadlines, competitive funding environments, or scientific controversy Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Equanimity under uncertainty — maintains intellectual steadiness and professional equilibrium when confronting paradigm-level scientific uncertainties or sustained funding insecurity, enabling clear-headed long-term research planning Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
10Fortitude8 statements
Emerging
  1. Observational persistence — continues systematic data collection across multiple nights of poor observing conditions rather than abandoning planned programs Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Academic endurance — sustains effort through the demanding computational and mathematical coursework foundational to graduate-level astrophysics training Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Setback recovery — resumes and refocuses research programs after equipment failures, data corruption, or loss of telescope time allocations without sustained productivity loss Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Funding persistence — continues submitting grant proposals across multiple rejection cycles, systematically strengthening each iteration while maintaining research momentum Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Long-duration project commitment — sustains multi-year observational campaigns or theoretical modeling efforts that require years of systematic work before scientific conclusions emerge Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Career adversity navigation — maintains professional identity and research trajectory through career transitions, non-renewal of appointments, or shifts in funding priorities within academic and government research environments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Decades-long scientific pursuit — pursues foundational research questions across a full scientific career, building cumulative knowledge in areas such as stellar evolution, dark energy, or galactic dynamics despite slow incremental progress and sustained uncertainty Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Courageous scientific dissent — publicly challenges prevailing theories or institutional practices when evidence demands it, accepting professional risk in service of scientific integrity and progress Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
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Source anchors that ground each statement

Related titles
Astronomer · Astronomy Outreach Coordinator · Astrophysicist · Cosmologist · Extragalactic Astronomer · Galactic Astronomer · High-Energy Astrophysicist · Institute Scientist · Optical Astronomer · Planetary Astronomer · Postdoc Scientist (Postdoctoral Scientist) · Postdoctoral Associate (Postdoc Associate)
RAPIDS apprenticeships
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O*NET skills
Reading ComprehensionScienceCritical ThinkingWritingMathematicsSpeakingActive LearningActive ListeningLearning StrategiesJudgment and Decision MakingComplex Problem SolvingMonitoringSocial PerceptivenessCoordinationManagement of Personnel ResourcesPersuasionInstructingSystems AnalysisSystems Evaluation
Knowledge domains
PhysicsMathematicsComputers and ElectronicsEnglish LanguageEducation and TrainingEngineering and TechnologyChemistry
Abilities
Deductive ReasoningInductive ReasoningWritten ExpressionOral ExpressionWritten ComprehensionOral ComprehensionNumber FacilityMathematical ReasoningNear VisionSpeech Clarity
Work styles
Intellectual CuriosityInnovationAttention to DetailAchievement OrientationPerseveranceDependability
Technology
Development environment softwareAnalytical or scientific softwareData base management system softwareGraphics or photo imaging softwareObject or component oriented development softwareOperating system softwareSpreadsheet softwareOffice suite softwarePresentation softwareWord processing software
Tasks · seed anchors for statements
  1. Analyze research data to determine its significance, using computers.
  2. Present research findings at scientific conferences and in papers written for scientific journals.
  3. Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.
  4. Collaborate with other astronomers to carry out research projects.
  5. Mentor graduate students and junior colleagues.
  6. Supervise students' research on celestial and astronomical phenomena.
  7. Teach astronomy or astrophysics.
  8. Develop theories based on personal observations or on observations and theories of other astronomers.
CIP education codes
40.020140.020240.020340.029940.1101

Sources: O*NET v30.2 (CC BY 4.0), SkillsCrosswalk.com, LER.me, Anthropic Economic Index, SAFI (Jadhav & Danve, 2026), WEF Skills Taxonomy 2021, Pathsmith Durable Skills Framework. © 2026 EBSCOed.