2022
DOI: 10.1038/s41598-022-08859-w
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Territorial bias in university rankings: a complex network approach

Abstract: University rankings are increasingly adopted for academic comparison and success quantification, even to establish performance-based criteria for funding assignment. However, rankings are not neutral tools, and their use frequently overlooks disparities in the starting conditions of institutions. In this research, we detect and measure structural biases that affect in inhomogeneous ways the ranking outcomes of universities from diversified territorial and educational contexts. Moreover, we develop a fairer rat… Show more

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Cited by 19 publications
(14 citation statements)
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“…Following this idea, it is also important to avoid territorial risk of bias in the study. Thus, for future research and the distribution of the same or new questionnaires to other high schools, we should first analyze what kind of data may produce territorial bias risk, similarly to the study by Bellantuono et al that presented a comparison between the university academic rankings affected by bias [ 60 ]. A possible way to overcome bias could be by creating a more extensive questionnaire with information regarding contextualization of social and economic conditions to students [ 61 ].…”
Section: Discussionmentioning
confidence: 99%
“…Following this idea, it is also important to avoid territorial risk of bias in the study. Thus, for future research and the distribution of the same or new questionnaires to other high schools, we should first analyze what kind of data may produce territorial bias risk, similarly to the study by Bellantuono et al that presented a comparison between the university academic rankings affected by bias [ 60 ]. A possible way to overcome bias could be by creating a more extensive questionnaire with information regarding contextualization of social and economic conditions to students [ 61 ].…”
Section: Discussionmentioning
confidence: 99%
“…This raises a research question (RQ): How should monitoring, state audit, and financial control of university activities be carried out to manage the quality and effectiveness of higher education within the framework of the socio-investment model of economic growth? As an answer to this question, authors such as Bellantuono et al (2022), Catalán and Santelices (2022), and Naven and Whalen (2022) reproduce the widespread hypothesis that monitoring, state audit, and financial control in higher education allow conducting university ratings.…”
Section: Literature Reviewmentioning
confidence: 99%
“…To increase the robustness of our analysis, we will employ the tool of complex networks (Newman, 2018 ), that is increasingly used, also in its recent formal developments (Bianconi, 2018 ; Amoroso et al, 2020 , 2021b ), along with or in replacement of traditional statistical techniques to unveil hidden information in many sectors of science and society, such as neuroscience (Sporns, 2011 ; Amoroso et al, 2018 , 2019 ; Bellantuono et al, 2021 ), genetics (Monaco et al, 2019 , 2020 ), economics (Hidalgo et al, 2007 ; Battiston et al, 2012 ; Tacchella et al, 2012 ; Hausmann et al, 2014 ; Bardoscia et al, 2017 , 2021 ; Pugliese et al, 2019 ; Amoroso et al, 2021a ), human mobility (Alessandretti et al, 2018 ), social and development-related issues (Bellantuono et al, 2020 , 2022a , b ).…”
Section: Introductionmentioning
confidence: 99%