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Review

Open Data Reuse in Agricultural, Livestock, and Environmental Systems: A Global Scoping Review with a Case Analysis of Ecuador

by
Juan Urdánigo-Zambrano
1,2,
Bolier Torres
3,
Carmen De-Pablos-Heredero
4,
Robinson Herrera-Feijoo
1 and
Antón García
5,*
1
Facultad de Ciencias Pecuarias y Biológicas, Universidad Técnica Estatal de Quevedo (UTEQ), Quevedo Av. Quito km, 1 ½ Vía a Santo Domingo de los Tsáchilas, Quevedo 120550, Ecuador
2
Natural Resources and Sustainable Management Doctoral Program, Department of Animal Production, Faculty of Veterinary Sciences, University of Cordoba, 14071 Cordoba, Spain
3
Departamentode Silvivultura y Producción Agrícola, Universidad Estatal Amazónica (UEA), Pastaza 160101, Ecuador
4
Department of Business Economics (Administration, Management and Organization), Applied Economics II and Fundamentals of Economic Analysis, Rey Juan Carlos University, Paseo de los Artilleros s/n, 28032 Madrid, Spain
5
Department of Animal Production, Faculty of Veterinary Sciences, University of Cordoba, 14071 Cordoba, Spain
*
Author to whom correspondence should be addressed.
Land 2026, 15(1), 13; https://doi.org/10.3390/land15010013 (registering DOI)
Submission received: 3 November 2025 / Revised: 7 December 2025 / Accepted: 17 December 2025 / Published: 20 December 2025
(This article belongs to the Section Land Systems and Global Change)

Abstract

Open data reuse has become a strategic driver of the digital transformation of agricultural, livestock, and environmental systems. In this industry yet significant disparities persist in regions with limited technological and institutional capacity. This global scoping reviews systematically maps providing the scientific evidence on open data reuse and examines its thematic, geographic, and socioeconomic dimensions in relation to sustainability, food security, and biodiversity conservation. The search, conducted in Scopus for peer-reviewed articles from 1993 to 2025, identified 2863 records, of which 1261 met the eligibility criteria. Evidence charting combined Bibliometric mapping, Multiple Correspondence Analysis, Principal Component Analysis, and a modified Delphi method to characterize thematic domains and research alignment. Results reveal three dominant global clusters: Intelligent Digital Agriculture & Sustainability, Geospatial Monitoring & Land Management, and Biodiversity & Livestock Dynamics alongside persistent geographic inequalities that favor high-income regions. A case analysis of Ecuador illustrates how open data reuse is emerging in a peripheral context shaped by structural constraints. Overall, findings show that open data reuse reduces informational asymmetries, enables cross scale environmental and production monitoring, and supports data driven innovation for climate resilience. The proposed BiblioConsensus Framework offers a transferable basis for policy design, capacity building, and international collaboration aimed at strengthening inclusive global open data ecosystems.
Keywords: data governance; delphi method; smart farming; BiblioConsensus Framework; open data reuse data governance; delphi method; smart farming; BiblioConsensus Framework; open data reuse

Share and Cite

MDPI and ACS Style

Urdánigo-Zambrano, J.; Torres, B.; De-Pablos-Heredero, C.; Herrera-Feijoo, R.; García, A. Open Data Reuse in Agricultural, Livestock, and Environmental Systems: A Global Scoping Review with a Case Analysis of Ecuador. Land 2026, 15, 13. https://doi.org/10.3390/land15010013

AMA Style

Urdánigo-Zambrano J, Torres B, De-Pablos-Heredero C, Herrera-Feijoo R, García A. Open Data Reuse in Agricultural, Livestock, and Environmental Systems: A Global Scoping Review with a Case Analysis of Ecuador. Land. 2026; 15(1):13. https://doi.org/10.3390/land15010013

Chicago/Turabian Style

Urdánigo-Zambrano, Juan, Bolier Torres, Carmen De-Pablos-Heredero, Robinson Herrera-Feijoo, and Antón García. 2026. "Open Data Reuse in Agricultural, Livestock, and Environmental Systems: A Global Scoping Review with a Case Analysis of Ecuador" Land 15, no. 1: 13. https://doi.org/10.3390/land15010013

APA Style

Urdánigo-Zambrano, J., Torres, B., De-Pablos-Heredero, C., Herrera-Feijoo, R., & García, A. (2026). Open Data Reuse in Agricultural, Livestock, and Environmental Systems: A Global Scoping Review with a Case Analysis of Ecuador. Land, 15(1), 13. https://doi.org/10.3390/land15010013

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