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Uncovering the SDG content of Human Security Policies through a Machine Learning web application

Author

Listed:
  • Phoebe Koundouri
  • Panagiotis Stavros Aslanidis
  • Konstantinos Dellis
  • Georgios Feretzakis
  • Angelos Plataniotis

Abstract

This paper introduces a machine learning (ML) based approach for integrating Human Security (HS) and Sustainable Development Goals (SDGs). Originating in the 1990s, HS focuses on strategic, people-centric interventions for ensuring comprehensive welfare and resilience. It closely aligns with the SDGs, together forming the foundation for global sustainable development initiatives. Our methodology involves mapping 44 reports to the 17 SDGs using expert-annotated keywords and advanced ML techniques, resulting in a web-based SDG mapping tool. This tool is specifically tailored for the HS-SDG nexus, enabling the analysis of 13 new reports and their connections to the SDGs. Through this, we uncover detailed insights and establish strong links between the reports and global objectives, offering a nuanced understanding of the interplay between HS and sustainable development. This research provides a scalable framework to explore the relationship between HS and the Paris Agenda, offering a practical, efficient resource for scholars and policymakers.

Suggested Citation

  • Phoebe Koundouri & Panagiotis Stavros Aslanidis & Konstantinos Dellis & Georgios Feretzakis & Angelos Plataniotis, 2024. "Uncovering the SDG content of Human Security Policies through a Machine Learning web application," DEOS Working Papers 2406, Athens University of Economics and Business.
    • Handle: RePEc:aue:wpaper:2406
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    File URL: http://wpa.deos.aueb.gr/docs/2024.Human.Security.Policies.pdf
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    References listed on IDEAS

    as
    1. Gasper, D.R. & Jolly, R. & Koehler, G. & Kool, T.A. & Simane, M., 2020. "Adding human security and human resilience to help advance the SDGs agenda," ISS Working Papers - General Series 131247, International Institute of Social Studies of Erasmus University Rotterdam (ISS), The Hague.
    2. George E. Halkos & Panagiotis-Stavros C. Aslanidis, 2023. "Causes and Measures of Poverty, Inequality, and Social Exclusion: A Review," Economies, MDPI, vol. 11(4), pages 1-25, April.
    3. George E. Halkos & Panagiotis-Stavros C. Aslanidis, 2023. "Addressing Multidimensional Energy Poverty Implications on Achieving Sustainable Development," Energies, MDPI, vol. 16(9), pages 1-30, April.
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    Cited by:

    1. George Halkos & Panagiotis Stavros Aslanidis & Conrad Landis & Lydia Papadaki & Phoebe Koundouri, 2024. "A review on primary and cascading hazards by exploring individuals' willingness-to-pay for urban sustainability policies," DEOS Working Papers 2415, Athens University of Economics and Business.

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    More about this item

    Keywords

    Artificial Intelligence in Policy Making; Data Mining; Human-Centric Governance Strategies; Human Security; Machine Learning; Sustainable Development Goals;
    All these keywords.

    JEL classification:

    • C65 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Miscellaneous Mathematical Tools
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

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