{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T02:37:13Z","timestamp":1781836633990,"version":"3.54.5"},"reference-count":42,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T00:00:00Z","timestamp":1750032000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computers"],"abstract":"<jats:p>Quantum computing is emerging as a key enabler of digital transformation in data science and STEM education. This study investigates how quantum computing can be meaningfully integrated into higher education by combining a dual approach: a structured assessment of the specialized literature and a practical evaluation of educational tools. First, a science mapping study based on 281 peer-reviewed publications indexed in Scopus (2015\u20132024) identifies growth trends, thematic clusters, and international collaboration networks at the intersection of quantum computing, data science, and education. Second, a comparative analysis of widely used educational platforms\u2014such as Qiskit, Quantum Inspire, QuTiP, and Amazon Braket\u2014is conducted using pedagogical criteria including accessibility, usability, and curriculum integration. The results highlight a growing convergence between quantum technologies, artificial intelligence, and data-driven learning. A strategic framework and roadmap are proposed to support the gradual and scalable adoption of quantum literacy in university-level STEM programs.<\/jats:p>","DOI":"10.3390\/computers14060235","type":"journal-article","created":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T05:28:33Z","timestamp":1750051713000},"page":"235","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Quantum Computing in Data Science and STEM Education: Mapping Academic Trends and Analyzing Practical Tools"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0741-5367","authenticated-orcid":false,"given":"Eloy","family":"L\u00f3pez-Meneses","sequence":"first","affiliation":[{"name":"Department of Education and Social Psychology, Pablo de Olavide University, 41013 Sevilla, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0958-6688","authenticated-orcid":false,"given":"Jes\u00fas","family":"C\u00e1ceres-Tello","sequence":"additional","affiliation":[{"name":"Faculty of Mathematical Sciences, Complutense University of Madrid, 28040 Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1668-1731","authenticated-orcid":false,"given":"Jos\u00e9 Javier","family":"Gal\u00e1n-Hern\u00e1ndez","sequence":"additional","affiliation":[{"name":"Faculty of Statistical Studies, Complutense University of Madrid, 28040 Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6082-121X","authenticated-orcid":false,"given":"Luis","family":"L\u00f3pez-Catal\u00e1n","sequence":"additional","affiliation":[{"name":"Department of Education and Social Psychology, Pablo de Olavide University, 41013 Sevilla, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,6,16]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.cosrev.2018.11.002","article-title":"A survey on quantum computing technology","volume":"31","author":"Gyongyosi","year":"2019","journal-title":"Comput. 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