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Our Recent Productions

Datasets, working papers, and peer-reviewed articles produced by MultiObs researchers.

Showing 1–4 of 4

  1. Article2026Open Access
    Scientific mobility, prestige and topic alignment in research institutions(opens in a new tab)

    Ferreira, Márcia R.; Costas, Rodrigo; Servedio, Vito D. P.; Thurner, Stefan

    Research institutions are crucial in driving intellectual, social, and technological progress. Their ability to innovate depends mainly on their ability to attract, retain, and nurture scientific talent, ultimately making it available to other organizations, industries, or the economy. As researchers change institutions during their careers, their research topics also shift. The extent and mechanisms by which research institutions manage their internal portfolio of scientific topics through the attraction and deployment of researchers are far from well understood. We examine 25 million publication histories of 9.2 million scientists extracted from a large-scale bibliographic database covering thousands of research institutions worldwide to understand how the topics of mobile scientists align with those present in-house. We find a correlation between top-ranked institutions and greater topic alignment, i.e., the degree to which topics of incoming academics match those of their colleagues at the institution. We uncover a similarly high level of alignment among scientists leaving top-ranked institutions. The alignment of research topics in research institutions is more pronounced in engineering, life, health, earth, and physical sciences than in mathematics, computer science, social sciences, and the humanities. We show that institutions have generally become more closely aligned in their overall topic profile over the past two decades. We interpret these results in terms of the levels of proactive management of the composition of the scientific workforce and internal collaboration strategies at the institutional level.

  2. Article2026Open Access
    Who Needs National Journals? Dissemination Strategies in Canadian Scholarly Communication(opens in a new tab)

    Pradier, Carolina; Céspedes, Lucía; van Bellen, Simon; Alperín, Juan Pablo; Larivière, Vincent

    The dominance of English-language journals marginalizes national and local scholarly publications. Focusing on Canada’s bilingual (English and French), community‑oriented and Open Access‑rich journal ecosystem, this study uses comprehensive data to ask who relies on Canadian journals, how language and research focus affect reach, and what that reveals about balancing local relevance with global visibility. Drawing on two major bibliometric databases (OpenAlex and Dimensions), we show that Canadian journals play a key role as venues for the dissemination of locally relevant research while also contributing to the global infrastructure for scholarly communication. Most articles published in Canadian journals are authored by researchers affiliated with foreign institutions, and most research authored by Canadians is published in journals based outside Canada. We find that Canadian authors are most likely to publish their work in national journals when they are in decision-making roles, when the language of publication is French, or when the topics are locally relevant. Our findings also challenge the notion that only the Social Sciences and Humanities are locally bound: for the Canadian case, Life and earth sciences and Biomedical and health sciences were also found to be linguistically and geographically grounded. Finally, while researchers affiliated with government institutions are the most likely to publish in Canadian journals and to engage in research that has a Canadian object of study, researchers affiliated with French-speaking Québec-based universities stand out as the largest contributors to the Canadian journal ecosystem and account for the highest volume of French-language publications.

  3. Working Paper2026Open Access
    A global map of science according to a topic model of EU grants(opens in a new tab)

    Vidal, Adrià Plazas; Bovenzi, Nicandro; Durán-Silva, Nicolau; Martí, Enric Fuster; Ràfols, Ismael

    Since their appearance in the 1980s, global maps of science have proved useful to locate the relative position of topics and organisations in large scientific landscapes, providing strategic information for portfolio analyses in science policy. At this global level (global meaning here ‘all disciplines’), these maps have been based on publications and have mostly used citations to build the relationship between scientific fields. Here, we present a comprehensive scientific map based on grant data that uses semantic analyses (BERT-based topic modelling) to provide the overall landscape of science based on grant data from the European Union since 2003 (since the 6th framework programme). We find a disciplinary structure which is consistent with the circular shape of publication and citation based global science maps. However, this grant map shows a much larger presence of applied science and mission-oriented research, such as engineering and sustainability sciences. We provide examples of how this landscape can be used as a baseline to explore the specialisation of territories (regions), organisations (universities) and funding programmes.

  4. Article2026Open Access
    Studying the scientific diaspora: going beyond bibliometric methods(opens in a new tab)

    Carneiro, Ana Maria; Pereira, Cesar A. Guimarães; Meireles, Flavia; Romolo, Renata

    Funded by FAPESP, UNICAMP

    The international mobility of highly qualified scientists has drawn increasing attention from researchers and policymakers, especially regarding scientific diaspora networks. These networks enable exchange of knowledge and technology and academic collaboration, benefiting sending and receiving countries. Bibliometric methods have been widely used to track academic mobility flows, analyzing institutional affiliations and collaboration patterns. However, such methods have limitations for investigating the scientific diaspora, as they do not allow the identification of researchers’ nationality or birthplace. The aim of this article is to propose a multi-method approach to overcome these limitations, combining bibliometric techniques with supplemental sources, such as academic CV, institutional databases, and qualitative information. We applied this methodology to study scientific collaborations on COVID-19 involving the Brazilian scientific diaspora from 2020 to 2022, a period characterized by intense international cooperation. This analysis included variables such as gender, academic background, professional activity, and co-authorship patterns. Results show that the proposed approach enables more robust identification of diaspora researchers and their interactions with Brazil, which can provide relevant insights for science policies and engagement strategies of the diaspora. We conclude that the combination of bibliometric and qualitative data is essential for a better understanding of academic mobility and scientific diaspora dynamics, thereby contributing to the development of more effective policies for managing highly qualified human capital.