Clustering-based characterization of mixed herds and the influence of pasture fertilization in high-Andean livestock systems
Descripción del Articulo
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...
| Autores: | , , , |
|---|---|
| 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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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 |
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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 |
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urn:issn:2673-933X |
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Ruminants |
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info:eu-repo/semantics/openAccess |
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https://creativecommons.org/licenses/by/4.0/ |
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openAccess |
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https://creativecommons.org/licenses/by/4.0/ |
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application/pdf |
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MDPI |
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CH |
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MDPI |
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Instituto Nacional de Innovación Agraria |
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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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 |
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Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).