Evaluating approaches to identifying research supporting the United Nations Sustainable Development Goals (2209.07285v6)
Abstract: The United Nations (UN) Sustainable Development Goals (SDGs) challenge the global community to build a world where no one is left behind. Recognizing that research plays a fundamental part in supporting these goals, attempts have been made to classify research publications according to their relevance in supporting each of the UN's SDGs. In this paper, we outline the methodology that we followed when mapping research articles to SDGs and which is adopted by Times Higher Education in their Social Impact rankings. We compare our solution with other existing queries and models mapping research papers to SDGs. We also discuss various aspects in which the methodology can be improved and generalized to other types of content apart from research articles. The results presented in this paper are the outcome of the SDG Research Mapping Initiative that was established as a partnership between the University of Southern Denmark, the Aurora European Universities Alliance (represented by Vrije Universiteit Amsterdam), the University of Auckland, and Elsevier to bring together broad expertise and share best practices on identifying research contributions to UN's Sustainable Development Goals.
- Caroline S. Armitage, Marta Lorenz and Susanne Mikki “Mapping scholarly publications related to the Sustainable Development Goals: Do independent bibliometric approaches get the same results?” In Quantitative Science Studies 1.3, 2020, pp. 1092–1108 DOI: 10.1162/qss\_a\_00071
- Alexandre Bedard-Vallee, Chris James and Guillaume Roberge “Elsevier 2023 Sustainable Development Goals (SDGs) Mapping”, https://data.mendeley.com/datasets/y2zyy9vwzy/1, 2023 DOI: 10.17632/y2zyy9vwzy.1
- F. Bordignon “Dataset of search queries to map scientific publications to the UN sustainable development goals” In Data Brief, https://doi.org/10.1016/j.dib.2021.106731, 2021 DOI: 10.1016/j.dib.2021.106731
- Frederique Bordignon “Dataset of search queries to map scientific publications to the UN sustainable development goals” Data Brief, 2021 DOI: 10.1016/j.dib.2021.106731
- H. Confraria, E. Noyons and T. Ciarli “Countries’ research priorities in relation to the Sustainable Development Goals” In ISSI2021, ISSI Conference Proceedings Belgium: ISSI Society, 2021, pp. 281–292 URL: https://www.issi-society.org/publications/issi-conference-proceedings/proceedings-of-issi-2021/
- “A controlled vocabulary defining the semantic perimeter of Sustainable Development Goals (1.2)”, https://doi.org/10.5281/zenodo.3567769, 2019 DOI: 10.5281/zenodo.3567769
- “Identifying research supporting the United Nations Sustainable Development Goals” Mendeley, 2019 DOI: 10.17632/87txkw7khs.1
- “The University of Auckland SDG Keywords Mapping ” [Online; accessed 01-Dec-2023], https://www.sdgmapping.auckland.ac.nz/, 2022 URL: https://www.sdgmapping.auckland.ac.nz/
- Marcelo T. LaFleur “Art is long, life is short: An SDG classification system for DESA Publications” [Online; accessed 01-Dec-2023], https://www.un.org/development/desa/publications/working-paper/wp159, 2019
- M. Nakamura, J. Pendlebury and J. Schnell “Navigating the Structure of Research on Sustainable Development Goals” [Online; accessed 01-Dec-2023] In Global Research series Institute for Scientific Information, https://clarivate.com/g/sustainable-development-goals/, 2019 URL: https://clarivate.com/g/sustainable-development-goals/
- “OSDG – Open-Source Approach to Classify Text Data by UN Sustainable Development Goals (SDGs)”, 2020 arXiv:2005.14569 [cs.DL]
- Philip J. Purnell “A comparison of different methods of identifying publications related to the United Nations Sustainable Development Goals: Case Study of SDG 13 – Climate Action” In Quantitative Science Studies, 2022, pp. 1–56 DOI: 10.1162/qss_a_00215
- “Improving the Scopus and Aurora queries to identify research that supports the United Nations Sustainable Development Goals (SDGs) 2021” Mendeley, 2021 DOI: 10.17632/9sxdykm8s4.1
- Guillaume Roberge, Yury Kashnitsky and Chris James “Elsevier 2022 Sustainable Development Goals (SDG) Mapping”, Elsevier Data Repository, 2022 DOI: 10.17632/6bjy52jkm9.1
- Duncan Ross “Impact Rankings 2022: methodology” [Online; accessed 01-Dec-2023], https://www.timeshighereducation.com/world-university-rankings/impact-rankings-2022-methodology, 2022 URL: https://www.timeshighereducation.com/world-university-rankings/impact-rankings-2022-methodology
- “Evaluation on accuracy of mapping science to the United Nations’ Sustainable Development Goals (SDGs) of the Aurora SDG queries” Zenodo, 2021 DOI: 10.5281/zenodo.4917171
- South African SDG Hub “” [Online; accessed 01-Dec-2023], 2020 URL: https://sasdghub.up.ac.za/home/
- “AI for mapping multi-lingual academic papers to the United Nations’ Sustainable Development Goals (SDGs)” Zenodo, 2022 DOI: 10.5281/zenodo.5939866
- Maurice Vanderfeesten, René Otten and Eike Spielberg “Search Queries for "Mapping Research Output to the Sustainable Development Goals (SDGs)" v5.0.2” Zenodo, 2020 DOI: 10.5281/zenodo.4883250
- Maurice1 Vanderfeesten, Eike2 Spielberg and Yassin1 Gunes “Survey data of "Mapping Research output to the SDGs"” Zenodo, 2020 DOI: 10.5281/zenodo.3798385
- Weiwei Wang, Weihao Kang and Jingwen Mu “Mapping research to the Sustainable Development Goals (SDGs)” PREPRINT (Version 2) available at Research Square, https://doi.org/10.21203/rs.3.rs-2544385/v2, 2023
- “Contextualizing Sustainable Development Research”, 2020 DOI: 10.6084/m9.figshare.12200081.v2
- Dirk U. Wulff, Dominik S. Meier and Rui Mata “Using novel data and ensemble models to improve automated labeling of Sustainable Development Goals”, 2023 arXiv:2301.11353 [cs.CL]
- “Matching research publications to the united nations’ sustainable development goals by multi-label-learning with hierarchical categories” 7th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2020 ; Conference date: 06-10-2020 Through 09-10-2020 In Proceedings - 2020 IEEE 7th International Conference on Data Science and Advanced Analytics, DSAA 2020 United States: IEEE, 2020, pp. 516–525 DOI: 10.1109/DSAA49011.2020.00066
- Yury Kashnitsky (7 papers)
- Guillaume Roberge (1 paper)
- Jingwen Mu (1 paper)
- Kevin Kang (1 paper)
- Weiwei Wang (53 papers)
- Maurice Vanderfeesten (1 paper)
- Maxim Rivest (1 paper)
- Savvas Chamezopoulos (2 papers)
- Robert Jaworek (1 paper)
- Maéva Vignes (1 paper)
- Bamini Jayabalasingham (1 paper)
- Finne Boonen (1 paper)
- Chris James (2 papers)
- Marius Doornenbal (1 paper)
- Isabelle Labrosse (1 paper)