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Reading between the lines

The intersection of research attention and sustainable development goals

Bibliographic Data

ID12307247
AuthorsChristoph Funk (0000-0001-7388-4415, Center for International Development and Environmental Research (ZEU) Justus Liebig University Giessen Giessen Germany, corresponding author), Elena Tönjes (Faculty of Economics and Business Studies, Department of Statistics and Econometrics Justus Liebig University Giessen Giessen Germany), Ramona Teuber (0000-0001-6283-0438, Center for International Development and Environmental Research (ZEU) Justus Liebig University Giessen Giessen Germany), Lutz Breuer (0000-0001-9720-1076, Center for International Development and Environmental Research (ZEU) Justus Liebig University Giessen Giessen Germany)
Year2024
Volume32
Issue5
Pages4545-4566
Publication date2024-02-08
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueSustainable Development (JOURNAL)
Journal identifiersISSN: 0968-0802 • E-ISSN: 1099-1719
PublisherWiley (PUBLISHER • GB)
DOI10.1002/sd.2906
OpenAlexW4391651792
LanguageEN
Citations received2
References cited25

In September 2015, the United Nations (UN) adopted 17 Sustainable Development Goals (SDGs) to transform our world by 2030. The scientific discourse around these SDGs has expanded rapidly since then, highlighting the need for efficient analysis of the large amount of textual data using Natural Language Processing. Our research addresses this need by employing a zero‐shot text classification for SDG‐related scientific articles, which allows for a thorough examination of scholarly discourse and the relationship between research attention and SDG achievement. We introduce the Research Attention Index (RAI), a novel metric that quantifies the research attention each SDG receives within a specific country. Our study contributes to the existing literature by providing a holistic view of global research attention to the SDGs. It also demonstrates the effectiveness of zero‐shot text classification for large‐scale textual labeling, and underlines the relevance of abstract analysis in understanding SDG‐related discourse. Moreover, we examine the (non)‐linear relationship between the RAI and SDG achievement across countries. Our results indicate considerable variations in the scientific discourse across countries worldwide and reveal a complex, non‐linear relationship between research attention and progress towards achieving the SDGs. This underscores the importance of understanding the dynamics between research attention and sustainable development outcomes

Geography · Intersection (aeronautics · Linguistics · Metric (unit · Political science · Reading (process · Relevance (law · Similarity (geometry · Sustainable development · Zero (linguistics · Climate Change Communication and Perception · Computer Science · Innovation, Sustainability, Human-Machine Systems · Misinformation and Its Impacts · Artificial Intelligence

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  • Sustainable Development Report 2022

    Open Access•Jeff Sachs, Jeffrey Sachs et al.•Sustainable Development Report 2022•2022

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  • The scientific impact of nations

    Open Access•David A King•Nature•2004

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Unique citing works2
Citations per year2
Citation span2025 - 2025 (1)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 2

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