DWISE - Doctoral Work and Inequalities in Scientific Ecosystems

Version 1.0
Faye, Daouda Baldé; Madioune, Éphigénie Mackane; Nguirane, Mouhamadou Mansour; Randrianandrasana, Ravaka Ambinintsoa; Mathieu, Alexandre; Pian, Loïc; Rihi, Yanis; Santini, Soraya, 2026, "DWISE - Doctoral Work and Inequalities in Scientific Ecosystems", https://doi.org/10.23708/ZRDYJU, DataSuds, V1, UNF:6:iCT+bea/oVrWXsUx4wbRVw== [fileUNF]
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Description
The DWISE dataset documents the structural endowments shaping doctoral work, with a focus on objective inequalities in resources, institutional support, and research conditions. It is based on an original survey conducted among 98 doctoral candidates from two doctoral schools at Cheikh Anta Diop University (UCAD) in Dakar, Senegal, and forms part of the research activities of the GTDID (Working Group on Doctoral Disparities and Inequalities). Data were collected in two waves, in May and October 2025. The dataset covers key dimensions of doctoral structural endowments, including funding conditions, working time allocation, supervision, institutional integration, access to research infrastructures, scientific networks, mobility opportunities, and to open science tools. These data enable empirical analyses of how unequal structural conditions shape doctoral trajectories and the capacity to conduct scientific work, as well as an examination of open science as a potential compensatory mechanism for Global North/South research inequalities. DWISE is part of a comparative and extensible framework and is intended to be expanded to research institutions in additional countries. (2026-02-12)
L'ensemble de données DWISE documente les dotations structurelles qui façonnent le travail doctoral, en mettant l'accent sur les inégalités objectives en matière de ressources, de soutien institutionnel et de conditions de recherche. Il est basé sur une enquête originale menée auprès de 98 doctorants de deux écoles doctorales de l'Université Cheikh Anta Diop (UCAD) à Dakar, au Sénégal, et s'inscrit dans le cadre des activités de recherche du GTDID (Groupe de travail sur les disparités et les inégalités doctorales). Les données ont été collectées en deux vagues, en mai et octobre 2025. L'ensemble de données couvre les dimensions clés des dotations structurelles doctorales, notamment les conditions de financement, la répartition du temps de travail, la supervision, l'intégration institutionnelle, l'accès aux infrastructures de recherche, les réseaux scientifiques, les possibilités de mobilité et les outils de science ouverte. Ces données permettent d'analyser empiriquement comment les conditions structurelles inégales façonnent les parcours doctoraux et la capacité à mener des travaux scientifiques, ainsi que d'interroger la science ouverte comme mécanisme compensatoire potentiel des inégalités Nords/Suds en matière de recherche. DWISE s'inscrit dans une perspective comparative et extensible et est destinée à être étendue à des institutions de recherche dans d'autres pays. (2026-02-12)
Subject Social Sciences
Keyword Doctoral work, Structural endowments, Research inequalities, Open science, Higher education, Research institutions, Africa, Senegal
Notes The DWISE data you download, must not be shared, passed on to others, or made publicly available. All other interested users are required to register a data access request, and access the data from their approved accounts through DataSuds.
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DWISE_dictionary.csv
Comma Separated Values - 36.2 KB
Published Mar 20, 2026
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MD5: e7eaa39e9a52e1611ace4e8ea5b412e0
DWISE Variables Dictionary.
DWISE_SEN_2025.dta
Tabular Data - 83.2 KB
Published Mar 20, 2026
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192 Variables, 98 Observations UNF:6:LsB0efymBkAC9nDz/dve7w==
DWISE data in DTA format.
DWISE_SEN_2025.rds
Gzip Archive - 29.5 KB
Published Mar 20, 2026
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MD5: 2ad0a983701f3f1d50ae69c01d541bca
DWISE data in RDS format.
DWISE_SEN_2025.tab
Tabular Data - 88.9 KB
Published Mar 20, 2026
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192 Variables, 98 Observations UNF:6:YQJbWUM+MMgLxowKvv833w==
DWISE data in CSV format.
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