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Usefulness of the Ordinal Logistic Biplot: Analysis of the Path Taken towards a Circular Primary Sector in Spain

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  • Saudi-Yulieth Enciso-Alfaro

    (Departamento de Administración y Economía de la Empresa, Instituto Multidisciplinar de Empresa (IME), Universidad de Salamanca, 37007 Salamanca, Spain)

  • Víctor Amor-Esteban

    (Departamento de Estadística, Universidad de Salamanca, 37008 Salamanca, Spain)

  • Davi-Jônatas Cunha-Araújo

    (Centro de Ciências Sociais e Aplicadas (CCSA), Universidade Presbiteriana Mackenzie, São Paulo 01302907, Brazil)

  • Isabel-María García-Sánchez

    (Departamento de Administración y Economía de la Empresa, Instituto Multidisciplinar de Empresa (IME), Universidad de Salamanca, 37007 Salamanca, Spain)

Abstract

Population growth and greater global interconnection require a profound transformation in how we produce, consume, and manage natural resources. In this sense, the circular transition of the agricultural and livestock sectors is vital to guarantee adequate production without compromising the availability of resources for future generations. In this work, we analyze the level of circular development of the primary sector in Spain using a sample of the 84 largest companies. We utilize the biplot analysis, multivariate graphic models that represent the joint distribution of four scores (constructed with sixteen ecological initiatives), and three financial and geographic variables. These techniques allow for visualization of the status and the relationships between all of them. We evidence an important degree of progress in initiatives associated with the use of non-polluting energy, eco-design, eco-innovation, management, and care of ecosystems. We also observe that the current transition towards a circular primary sector is strongly associated with firms’ capital investments and long-term innovations. On the other hand, the actions aimed at protecting water resources are in an intermediate state of progress, being necessary to invest in additional friendly water initiatives. In this vein, it is advisable to promote public policies focused on promoting the ecological transition of this sector and the research that advances efficient water management.

Suggested Citation

  • Saudi-Yulieth Enciso-Alfaro & Víctor Amor-Esteban & Davi-Jônatas Cunha-Araújo & Isabel-María García-Sánchez, 2024. "Usefulness of the Ordinal Logistic Biplot: Analysis of the Path Taken towards a Circular Primary Sector in Spain," Mathematics, MDPI, vol. 12(2), pages 1-23, January.
    • Handle: RePEc:gam:jmathe:v:12:y:2024:i:2:p:322-:d:1322004
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    References listed on IDEAS

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    1. Donia, Enrica & Mineo, Angelo Marcello & Sgroi, Filippo, 2018. "A methodological approach for assessing businness investments in renewable resources from a circular economy perspective," Land Use Policy, Elsevier, vol. 76(C), pages 823-827.
    2. Sgarbossa, Fabio & Russo, Ivan, 2017. "A proactive model in sustainable food supply chain: Insight from a case study," International Journal of Production Economics, Elsevier, vol. 183(PB), pages 596-606.
    3. Patrick Schroeder & Kartika Anggraeni & Uwe Weber, 2019. "The Relevance of Circular Economy Practices to the Sustainable Development Goals," Journal of Industrial Ecology, Yale University, vol. 23(1), pages 77-95, February.
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