Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems

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Livestock production in the high Andes is vital for rural livelihoods and food security but is limited by poor pasture quality, environmental variability, and restricted resources. Pasture improvement, achieved through management practices and particularly through fertilization, may enhance producti...

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Detalles Bibliográficos
Autores: Nuñez, Jesus, Paxi Meneses, Felimon, Cruz, Wilder, Estrada Cañari, Richard
Formato: artículo
Fecha de Publicación:2026
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inia.gob.pe:20.500.12955/3005
Enlace del recurso:http://hdl.handle.net/20.500.12955/3005
https://doi.org/10.3390/ruminants6010005
Nivel de acceso:acceso abierto
Materia:Grazing management
Rangeland productivity
Smallholder pastoralism
Multispecies grazing dynamics
High-altitude agricultura
Manejo del pastoreo
Productividad de los pastizales
Pastoreo en pequeña escala
Dinámica del pastoreo multiespecífico
Agricultura de gran altitud
https://purl.org/pe-repo/ocde/ford#4.02.01
Ovino; Sheep; Alpaca; Alpacas; Llama; Llamas; Ganado bovino; Cattle; Rebaño; Flocks; Pastizal; Pastures; Pastoreo; Grazing
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dc.title.none.fl_str_mv Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
title Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
spellingShingle Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
Nuñez, Jesus
Grazing management
Rangeland productivity
Smallholder pastoralism
Multispecies grazing dynamics
High-altitude agricultura
Manejo del pastoreo
Productividad de los pastizales
Pastoreo en pequeña escala
Dinámica del pastoreo multiespecífico
Agricultura de gran altitud
https://purl.org/pe-repo/ocde/ford#4.02.01
Ovino; Sheep; Alpaca; Alpacas; Llama; Llamas; Ganado bovino; Cattle; Rebaño; Flocks; Pastizal; Pastures; Pastoreo; Grazing
title_short Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
title_full Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
title_fullStr Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
title_full_unstemmed Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
title_sort Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
author Nuñez, Jesus
author_facet Nuñez, Jesus
Paxi Meneses, Felimon
Cruz, Wilder
Estrada Cañari, Richard
author_role author
author2 Paxi Meneses, Felimon
Cruz, Wilder
Estrada Cañari, Richard
author2_role author
author
author
dc.contributor.author.fl_str_mv Nuñez, Jesus
Paxi Meneses, Felimon
Cruz, Wilder
Estrada Cañari, Richard
dc.subject.none.fl_str_mv Grazing management
Rangeland productivity
Smallholder pastoralism
Multispecies grazing dynamics
High-altitude agricultura
Manejo del pastoreo
Productividad de los pastizales
Pastoreo en pequeña escala
Dinámica del pastoreo multiespecífico
Agricultura de gran altitud
topic Grazing management
Rangeland productivity
Smallholder pastoralism
Multispecies grazing dynamics
High-altitude agricultura
Manejo del pastoreo
Productividad de los pastizales
Pastoreo en pequeña escala
Dinámica del pastoreo multiespecífico
Agricultura de gran altitud
https://purl.org/pe-repo/ocde/ford#4.02.01
Ovino; Sheep; Alpaca; Alpacas; Llama; Llamas; Ganado bovino; Cattle; Rebaño; Flocks; Pastizal; Pastures; Pastoreo; Grazing
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.02.01
dc.subject.agrovoc.none.fl_str_mv Ovino; Sheep; Alpaca; Alpacas; Llama; Llamas; Ganado bovino; Cattle; Rebaño; Flocks; Pastizal; Pastures; Pastoreo; Grazing
description Livestock production in the high Andes is vital for rural livelihoods and food security but is limited by poor pasture quality, environmental variability, and restricted resources. Pasture improvement, achieved through management practices and particularly through fertilization, may enhance productivity and sustainability in high-Andean livestock systems. This study aimed to characterize mixed herds composed of domestic sheep (Ovis aries), alpacas (Vicugna pacos), llamas (Lama glama), and domestic cattle (Bos taurus) and to evaluate the role of pasture fertilization on herd composition and livestock size. Primary data were collected through structured questionnaires administered to 88 randomly selected livestock producers, complemented by direct field observations of grazing areas, corrals, shelters, and water sources. The survey documented herd structure, grazing management, pasture conservation, fertilization practices, and farm infrastructure. Data from multiple farms were analyzed using a clustering approach to group production units with similar characteristics, and statistical models were applied to assess the effects of fertilization, pasture area, and water sources. Three distinct clusters were identified: one dominated by alpacas, another by sheep, and a third by llamas with the most uniform stocking density. Pasture fertilization was most common in the sheep-dominated cluster and was significantly associated with higher sheep numbers, while no significant effects were detected for alpacas, llamas, or cattle. Farms without fertilization showed slightly higher overall livestock size; however, a strong negative interaction between pasture area and lack of fertilization indicated that expanding grazing land alone could not offset low forage quality. These findings suggest that targeted fertilization, when combined with sustainable grazing practices, may contribute to improved herd performance and long-term resilience in heterogeneous Andean livestock systems.
publishDate 2026
dc.date.accessioned.none.fl_str_mv 2026-01-30T17:40:42Z
dc.date.available.none.fl_str_mv 2026-01-30T17:40:42Z
dc.date.issued.fl_str_mv 2026-01-08
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.citation.none.fl_str_mv Nuñez, J., Paxi-Meneses, F., Cruz, W., & Estrada, R. (2026). Clustering-Based Characterization of Mixed Herds and the Influence of Pasture Fertilization in High-Andean Livestock Systems. Ruminants, 6(1), 5. https://doi.org/10.3390/ruminants6010005
dc.identifier.issn.none.fl_str_mv 2673-933X
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12955/3005
dc.identifier.doi.none.fl_str_mv https://doi.org/10.3390/ruminants6010005
identifier_str_mv Nuñez, J., Paxi-Meneses, F., Cruz, W., & Estrada, R. (2026). Clustering-Based Characterization of Mixed Herds and the Influence of Pasture Fertilization in High-Andean Livestock Systems. Ruminants, 6(1), 5. https://doi.org/10.3390/ruminants6010005
2673-933X
url http://hdl.handle.net/20.500.12955/3005
https://doi.org/10.3390/ruminants6010005
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.none.fl_str_mv urn:issn:2673-933X
dc.relation.ispartofseries.none.fl_str_mv Ruminants
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI
dc.publisher.country.none.fl_str_mv CH
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv Instituto Nacional de Innovación Agraria
reponame:INIA-Institucional
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instacron:INIA
instname_str Instituto Nacional de Innovación Agraria
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institution INIA
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collection INIA-Institucional
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spelling Nuñez, JesusPaxi Meneses, FelimonCruz, WilderEstrada Cañari, Richard2026-01-30T17:40:42Z2026-01-30T17:40:42Z2026-01-08Nuñez, J., Paxi-Meneses, F., Cruz, W., & Estrada, R. (2026). Clustering-Based Characterization of Mixed Herds and the Influence of Pasture Fertilization in High-Andean Livestock Systems. Ruminants, 6(1), 5. https://doi.org/10.3390/ruminants60100052673-933Xhttp://hdl.handle.net/20.500.12955/3005https://doi.org/10.3390/ruminants6010005Livestock production in the high Andes is vital for rural livelihoods and food security but is limited by poor pasture quality, environmental variability, and restricted resources. Pasture improvement, achieved through management practices and particularly through fertilization, may enhance productivity and sustainability in high-Andean livestock systems. This study aimed to characterize mixed herds composed of domestic sheep (Ovis aries), alpacas (Vicugna pacos), llamas (Lama glama), and domestic cattle (Bos taurus) and to evaluate the role of pasture fertilization on herd composition and livestock size. Primary data were collected through structured questionnaires administered to 88 randomly selected livestock producers, complemented by direct field observations of grazing areas, corrals, shelters, and water sources. The survey documented herd structure, grazing management, pasture conservation, fertilization practices, and farm infrastructure. Data from multiple farms were analyzed using a clustering approach to group production units with similar characteristics, and statistical models were applied to assess the effects of fertilization, pasture area, and water sources. Three distinct clusters were identified: one dominated by alpacas, another by sheep, and a third by llamas with the most uniform stocking density. Pasture fertilization was most common in the sheep-dominated cluster and was significantly associated with higher sheep numbers, while no significant effects were detected for alpacas, llamas, or cattle. Farms without fertilization showed slightly higher overall livestock size; however, a strong negative interaction between pasture area and lack of fertilization indicated that expanding grazing land alone could not offset low forage quality. These findings suggest that targeted fertilization, when combined with sustainable grazing practices, may contribute to improved herd performance and long-term resilience in heterogeneous Andean livestock systems.This research was funded by the project "Mejoramiento de los servicios de investigación y transferencia de tecnología en ganadería alto andina en 33 distritos de los departamentos de Apurímac, Arequipa, Ayacucho, Cusco, Huancavelica, Junín, Moquegua, Pasco, Puno y Tacna", CUI N° 2491159, of the Instituto Nacional de Innovación Agraria.application/pdfengMDPICHurn:issn:2673-933XRuminantsinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIAGrazing managementRangeland productivitySmallholder pastoralismMultispecies grazing dynamicsHigh-altitude agriculturaManejo del pastoreoProductividad de los pastizalesPastoreo en pequeña escalaDinámica del pastoreo multiespecíficoAgricultura de gran altitudhttps://purl.org/pe-repo/ocde/ford#4.02.01Ovino; Sheep; Alpaca; Alpacas; Llama; Llamas; Ganado bovino; Cattle; Rebaño; Flocks; Pastizal; Pastures; Pastoreo; GrazingClustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systemsinfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/0108b1a5-4315-4c66-bf01-d260e0b30188/downloada1dff3722e05e29dac20fa1a97a12ccfMD51ORIGINALNuñez_et-al_2026_caracterizacion_rebaños_fertilizacion.pdfNuñez_et-al_2026_caracterizacion_rebaños_fertilizacion.pdfapplication/pdf1039781https://repositorio.inia.gob.pe/bitstreams/7daeedf4-f276-4eea-bc19-0fbe68cb6f19/downloadfa66b7cb913d4d937e30a21e3f541b08MD52THUMBNAILNuñez_et-al_2026_caracterizacion_rebaños_fertilizacion_carátula.jpgimage/jpeg100659https://repositorio.inia.gob.pe/bitstreams/a5403d75-a723-4f58-a100-772d542e056e/downloaddd77bb86a65b7eb9cc8aca9ef0f12b1dMD5320.500.12955/3005oai:repositorio.inia.gob.pe:20.500.12955/30052026-03-25 16:58:42.856https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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