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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Pastor. Res. Policy Pract.</journal-id>
<journal-title>Pastoralism: Research, Policy and Practice</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Pastor. Res. Policy Pract.</abbrev-journal-title>
<issn pub-type="epub">2041-7136</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">13035</article-id>
<article-id pub-id-type="doi">10.3389/past.2024.13035</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Science archive</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Characterization and typification of small-scale goat production systems in the highlands of southeast Peru</article-title>
<alt-title alt-title-type="left-running-head">Palomino Guerrera et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/past.2024.13035">10.3389/past.2024.13035</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Palomino Guerrera</surname>
<given-names>Walter</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Godoy Padilla</surname>
<given-names>David</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2698933/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huaripaucar Huancahuari</surname>
<given-names>Joseen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sessarego D&#xe1;vila</surname>
<given-names>Emmanuel</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2797202/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Trillo Z&#xe1;rate</surname>
<given-names>Fritz</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cruz Luis</surname>
<given-names>Juancarlos</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Estaci&#xf3;n Experimental Agraria Cana&#xe1;n</institution>, <institution>Instituto Nacional de Innovaci&#xf3;n Agraria (INIA)</institution>, <addr-line>Ayacucho</addr-line>, <country>Peru</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centro Experimental La Molina</institution>, <institution>Direcci&#xf3;n de Supervisi&#xf3;n y Monitoreo en las Estaciones Experimentales Agrarias</institution>, <institution>Instituto Nacional de Innovaci&#xf3;n Agraria (INIA)</institution>, <addr-line>Lima</addr-line>, <country>Peru</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratorio de Producci&#xf3;n Animal</institution>, <institution>Facultad de Ciencias Agrarias</institution>, <institution>Universidad Nacional de San Crist&#xf3;bal de Huamanga</institution>, <addr-line>Ayacucho</addr-line>, <country>Peru</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/783840/overview">Carol Kerven</ext-link>, University College London, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: David Godoy Padilla, <email>davgodoy1@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>13035</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Palomino Guerrera, Godoy Padilla, Huaripaucar Huancahuari, Sessarego D&#xe1;vila, Trillo Z&#xe1;rate and Cruz Luis.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Palomino Guerrera, Godoy Padilla, Huaripaucar Huancahuari, Sessarego D&#xe1;vila, Trillo Z&#xe1;rate and Cruz Luis</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Goat breeding in Peru is one of the main activities of smallholders. Goats are distributed in different agroecological zones and regions of the country, developing under heterogeneity of production systems, making it difficult to understand goat breeders&#x2019; socioeconomic, technological, and productive situations. This study aimed to characterize and typify the goat production systems in the highlands of southeast Peru. A survey was conducted with 91 goat farmers from five districts of Ayacucho, Peru, using a structured and individualized questionnaire administered on their farms. The socio-economic, productive, and commercial characteristics of the goat production systems were recorded. A multiple correspondence analysis (MCA) and hierarchical classification analysis (HCA) were performed to establish a typology of the smallholders. The results reveal that the breeding system is extensive, where there is no breeding program, with natural pastures and crop stubble being the source of food for the herds. Only slightly more than half (54%) carry out a deworming program. Farmers were categorized into three different groups, corresponding to three different farming systems: Group 1 farmers raised goats solely for home consumption; Group 2 breeders raised goats for both consumption and marketing of surplus products (cheese, milk, and meat), and Group 3 farmed focused on producing cheese and goat kids and selling to local markets. The study provides valuable insights that will help design effective breeding strategies to develop sustainable goat farming in the region, considering different production systems and their respective socio-economic and trade dynamics. This classification will be essential for tailoring development programs to the specific needs of each group, promoting better use of resources, improving productivity, and enhancing the livelihoods of smallholder goat producers in Peru.</p>
</abstract>
<kwd-group>
<kwd>Ayacucho</kwd>
<kwd>goat</kwd>
<kwd>highlands</kwd>
<kwd>Peru</kwd>
<kwd>production systems</kwd>
</kwd-group>
<contract-sponsor id="cn001">Instituto Nacional de Innovaci&#xf3;n Agraria<named-content content-type="fundref-id">10.13039/100020396</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Peru has a population of 1,774,523 goats and 95,184 goat farmers mainly in Piura and Ayacucho with 17,246 and 9,743 breeders, respectively (<xref ref-type="bibr" rid="B16">Ministerio de Desarrollo Agrario y Riego, 2021</xref>). According to geographic areas, goat farming is developed in the tropical dry forests, and on the outskirts of urbanized areas of the coastal valleys where goats graze stubbles (<xref ref-type="bibr" rid="B32">Sarria et al., 2015</xref>). In the highlands and Andean valleys, small goat farmers (&#x3c;50 heads) practice transhumant systems at certain times of the year (<xref ref-type="bibr" rid="B7">G&#xf3;mez-Urviola et al., 2016</xref>). In goat farming, extensive systems are the most predominated classified as a low-tech and subsistence activity (<xref ref-type="bibr" rid="B4">Arroyo, 2006</xref>), where natural pastures and some harvest by-products are the main sources of food (<xref ref-type="bibr" rid="B7">G&#xf3;mez-Urviola et al., 2016</xref>). Thus, it is essential to efficiently improve the production process, maximizing the herd&#x2019;s productivity (<xref ref-type="bibr" rid="B3">Ang&#xf3;n et al., 2017</xref>). Peru has a relatively low <italic>per capita</italic> consumption of goat meat, averaging only 0.2&#xa0;Kg per inhabitant per year (<xref ref-type="bibr" rid="B12">Lude&#xf1;a et al., 2021</xref>), due to the limitations for its consumption such as: low promotion of goat meat consumption, poor marketing chain, the lack of knowledge of the nutritional properties, and the dietary habits of Peruvians.</p>
<p>Goat farming plays an important role in small-scale family farming, characterized by having scarce economic resources, especially, those settled in rural areas (<xref ref-type="bibr" rid="B23">Nguluma et al., 2022</xref>). Characterizing the goat production systems with technical and non-technical management is the main step in establishing development policies in the livestock sector (<xref ref-type="bibr" rid="B30">Ruiz et al., 2008</xref>; <xref ref-type="bibr" rid="B29">Ru&#xed;z et al., 2019</xref>). Productive units with good management practices stand out for their productive efficiency, proving to be resilient species to the challenges and abrupt changes of the environment, despite the existing heterogeneity between breeders (<xref ref-type="bibr" rid="B14">Mena et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Koluman Darcan and Silanikove, 2018</xref>). On the other hand, goat farming has contributed to preserving their ecosystems by avoiding forest fires and soil deterioration with controlled grazing (<xref ref-type="bibr" rid="B31">Ruiz-Mirazo et al., 2011</xref>; <xref ref-type="bibr" rid="B37">Tumusiime et al., 2022</xref>), and is considered a small ruminant with the least impact on climate change due to the low emission of methane (<xref ref-type="bibr" rid="B9">Koluman Darcan and Silanikove, 2018</xref>; <xref ref-type="bibr" rid="B24">Organizaci&#xf3;n de las Naciones Unidas para la Agricultura y Alimentaci&#xf3;n, 2017</xref>).</p>
<p>More than 80% of the goat population in Peru is creole goats as a result of continuous crossbreeding with specialized breeds introduced since 1930 (<xref ref-type="bibr" rid="B7">G&#xf3;mez-Urviola et al., 2016</xref>). Despite the low production rates of creole goats, their characteristics, such as rusticity and adaptation capacity, allow them to be maintained in farmers&#x2019; herds (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>; <xref ref-type="bibr" rid="B7">G&#xf3;mez-Urviola et al., 2016</xref>). Therefore, this ruminant might play a relevant role in the future considering climate change scenarios (<xref ref-type="bibr" rid="B24">Organizaci&#xf3;n de las Naciones Unidas para la Agricultura y Alimentaci&#xf3;n, 2017</xref>; <xref ref-type="bibr" rid="B27">Pragna et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Koluman Darcan and Silanikove, 2018</xref>). However, creole goats have been forgotten by development programs and competent authorities (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>).</p>
<p>Unfortunately, Peru has few reports on the characterization of small-holders&#x2019; goat production systems (<xref ref-type="bibr" rid="B26">Perevolotsky, 1999</xref>), where it is necessary to know and discuss the productive (food, health, and reproduction), social, and cultural factors that would be influencing the production processes (<xref ref-type="bibr" rid="B21">Nampanzira et al., 2015</xref>; <xref ref-type="bibr" rid="B7">G&#xf3;mez-Urviola et al., 2016</xref>), and it would help to typify the traditional goat breeding systems as a basis for the sustainable development of goat farming in the country (<xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>). The present study aimed to characterize and typify the goat production systems in the southeast highlands of Peru to better understand goat breeders&#x2019; socioeconomic, technological, and productive situation.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Description of the study area</title>
<p>Five districts of Ayacucho, Peru were selected (<xref ref-type="fig" rid="F1">Figure 1</xref>), considering their representativeness in the number of goat farmers: Oca&#xf1;a, Chuschi, Accomarca, Pacaycasa, and Santillana. These districts belong to the highlands of southeast Peru, characterized by large dry areas, mountains, cliffs, and inter-Andean enclaves where animals use shrublands and grasslands, with a rainy season between December and March, and a dry season during May and October. The temperature ranges from 0.1&#xb0;C in July to 28.7&#xb0;C in November, with a monthly rainfall of 5.5&#x2013;154.7&#xa0;mm (<xref ref-type="bibr" rid="B33">Servicio Nacional de Meteorolog&#xed;a e Hidrolog&#xed;a del Per&#xfa;, 2018</xref>). The cultivation of cereals (corn, peas, barley, and wheat) and animal husbandry are the main economic activities.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Study area of Ayacucho, Peru, indicating the districts covered by the survey.</p>
</caption>
<graphic xlink:href="past-14-13035-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Sample size and data collection</title>
<p>According to <xref ref-type="bibr" rid="B16">Ministerio de Desarrollo Agrario y Riego (2021)</xref>, the districts of Oca&#xf1;a, Chuschi, Accomarca, Pacaycasa, and Santillana present a total of 270, 208, 374, 434, and 619 smallholder goat farmers, respectively. A descriptive cross-sectional study was carried out, in which the sample was estimated using a random sampling stratified according to population size. A sampling error of 10% and a 95% confidence interval (1.96) were used.</p>
<p>Questionnaire-based face-to-face interviews were conducted with 91 goat farmers between May and August 2023. The interviews were distributed in agricultural units established in the districts of Oca&#xf1;a (n &#x3d; 13), Chuschi (n &#x3d; 10), Accomarca (n &#x3d; 17), Pacaycasa (n &#x3d; 21), and Santillana (n &#x3d; 30). The survey was primarily made up of closed-ended questions and was organized into four key sections to gather comprehensive information: 1) General information, 2) Socioeconomic data, 3) Productive data, and 4) Commercialization. The interview was conducted by a professional who perfectly understands the local languages (Quechua and Spanish), to obtain more accurate and concise declaratory information.</p>
<p>With the information obtained, the smallholders were classified as: infra-subsistence farmers, subsistence farmers, intermediate farmers, and remaining farmers according to small-family farming in Peru (SFF) (<xref ref-type="bibr" rid="B24">Organizaci&#xf3;n de las Naciones Unidas para la Agricultura y Alimentaci&#xf3;n, 2017</xref>). This classification was made based on family or nonfamily nature, size or scale, productive orientation, technified breeding, and the extensions of arable land and livestock extensions owned by the farmer.</p>
</sec>
<sec id="s2-3">
<title>Statistical analysis</title>
<p>The statistical analysis of all the information was carried out using R Software (version 4.3.1). For characterization, the data were analyzed descriptively based on frequencies by contingency table and percentage. To classify the herds, 15 variables of the questionnaire were chosen, based on their relevance to the herds of small producers, and a multivariate analysis based on multiple correspondence analysis (MCA) and hierarchical classification analysis (HCA) were performed using the FactoMineR package (<xref ref-type="bibr" rid="B11">L&#xea; et al., 2008</xref>). The variables chosen for the analysis of MCA and HCA were defined according to the economic, social, and productive factors; which are detailed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Codes for qualitative variables and modalities were included in the multiple correspondence analysis (MCA).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Variables</th>
<th align="center">Code</th>
<th align="center">Modalities</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="5" align="left">Districts</td>
<td rowspan="5" align="left">District</td>
<td align="left">Oca&#xf1;a</td>
</tr>
<tr>
<td align="left">Chuschi</td>
</tr>
<tr>
<td align="left">Accomarca</td>
</tr>
<tr>
<td align="left">Pacaycasa</td>
</tr>
<tr>
<td align="left">Santillana</td>
</tr>
<tr>
<td rowspan="3" align="left">Small family farming classification</td>
<td rowspan="3" align="left">SFF_class</td>
<td align="left">Infra-subsistence</td>
</tr>
<tr>
<td align="left">Subsistence</td>
</tr>
<tr>
<td align="left">Intermediate</td>
</tr>
<tr>
<td rowspan="7" align="left">Education level</td>
<td rowspan="7" align="left">Edu_level</td>
<td align="left">No schooling</td>
</tr>
<tr>
<td align="left">Elementary, incomplete</td>
</tr>
<tr>
<td align="left">Elementary, complete</td>
</tr>
<tr>
<td align="left">High school, incomplete</td>
</tr>
<tr>
<td align="left">High school, complete</td>
</tr>
<tr>
<td align="left">Higher, incomplete</td>
</tr>
<tr>
<td align="left">Higher, complete</td>
</tr>
<tr>
<td rowspan="4" align="left">Time as a breeder</td>
<td rowspan="4" align="left">Time_breeder</td>
<td align="left">Less than 5 years</td>
</tr>
<tr>
<td align="left">5&#x2013;10 years</td>
</tr>
<tr>
<td align="left">10&#x2013;20 years</td>
</tr>
<tr>
<td align="left">20&#x2b; years</td>
</tr>
<tr>
<td rowspan="4" align="left">Income source</td>
<td rowspan="4" align="left">Incom_sourc</td>
<td align="left">Crop</td>
</tr>
<tr>
<td align="left">Livestock</td>
</tr>
<tr>
<td align="left">Commerce</td>
</tr>
<tr>
<td align="left">Crop and livestock</td>
</tr>
<tr>
<td rowspan="3" align="left">Production objective</td>
<td rowspan="3" align="left">Prod_object</td>
<td align="left">Milk</td>
</tr>
<tr>
<td align="left">Meat and milk</td>
</tr>
<tr>
<td align="left">Self-consumption</td>
</tr>
<tr>
<td rowspan="4" align="left">Total Unit Area</td>
<td rowspan="4" align="left">Unit_area</td>
<td align="left">0.5 Ha</td>
</tr>
<tr>
<td align="left">0.5&#x2013;1 Ha</td>
</tr>
<tr>
<td align="left">&#x3e;1&#x2013;2 Ha</td>
</tr>
<tr>
<td align="left">&#x3e;2 Ha</td>
</tr>
<tr>
<td rowspan="3" align="left">Irrigation system</td>
<td rowspan="3" align="left">Irrig_system</td>
<td align="left">Surface irrigation</td>
</tr>
<tr>
<td align="left">technified irrigation</td>
</tr>
<tr>
<td align="left">Without irrigation</td>
</tr>
<tr>
<td rowspan="2" align="left">Mixed farming</td>
<td rowspan="2" align="left">Mix_farm</td>
<td align="left">Yes</td>
</tr>
<tr>
<td align="left">No</td>
</tr>
<tr>
<td rowspan="3" align="left">Land tenure</td>
<td rowspan="3" align="left">Land_ten</td>
<td align="left">Own</td>
</tr>
<tr>
<td align="left">Communal</td>
</tr>
<tr>
<td align="left">Own and communal</td>
</tr>
<tr>
<td rowspan="4" align="left">Sources of Water</td>
<td rowspan="4" align="left">Sourc_water</td>
<td align="left">River</td>
</tr>
<tr>
<td align="left">Irrigation canal</td>
</tr>
<tr>
<td align="left">Drinking troughs</td>
</tr>
<tr>
<td align="left">Others</td>
</tr>
<tr>
<td rowspan="2" align="left">Litter size</td>
<td rowspan="2" align="left">Lit_size</td>
<td align="left">Simple</td>
</tr>
<tr>
<td align="left">Double</td>
</tr>
<tr>
<td rowspan="4" align="left">Reason for removing animals</td>
<td rowspan="4" align="left">Remov_anim</td>
<td align="left">Age</td>
</tr>
<tr>
<td align="left">Health Condition</td>
</tr>
<tr>
<td align="left">Elimination</td>
</tr>
<tr>
<td align="left">Others</td>
</tr>
<tr>
<td rowspan="2" align="left">Milk production</td>
<td rowspan="2" align="left">Milk_prod</td>
<td align="left">1&#xa0;kg</td>
</tr>
<tr>
<td align="left">1 &#x3c; 2&#xa0;kg</td>
</tr>
<tr>
<td rowspan="4" align="left">Deworming period</td>
<td rowspan="4" align="left">Dewor_per</td>
<td align="left">2 times a year</td>
</tr>
<tr>
<td align="left">Once a year</td>
</tr>
<tr>
<td align="left">If necessary</td>
</tr>
<tr>
<td align="left">Not done</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The MCA is a statistical data analysis tool used to describe, explore, and summarize, which allows the visualization of the association of a given set of categorical variables in small dimensions (<xref ref-type="bibr" rid="B2">Alga&#xf1;araz, 2016</xref>; <xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>). HCA is a multivariate technique that groups elements or treats variables to maximize homogeneity or difference between groups (<xref ref-type="bibr" rid="B40">Vil&#xe0;-Ba&#xf1;os et al., 2014</xref>). These methods are often used to analyze questionnaire data (<xref ref-type="bibr" rid="B25">Pag&#xe8;s and Josse, 2014</xref>).</p>
<p>The differences between clusters were evaluated using Fisher&#x2019;s chi-square and exact test to assess whether the selected variables had significant differences between groups.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>It was evident that in southeastern Peru, goat breeding is one of the main livestock activities that are practiced in inhospitable and inaccessible areas, where other production species (cattle, sheep, and camelids) are not found. Most of the producers are older adults who are unaware of good management practices for raising goats. Goats graze extensively without any feeding program, non-existent genetic improvement plan, few producers who manage a deworming program, rustic roosts made of materials from the area (stone, tree branches, and wood) or in the open air, which do not favor animal welfare, and a lack of technical assistance from experts are factors that influence milk and meat production, and indeed marketing.</p>
<sec id="s3-1">
<title>Socio-economic characteristics</title>
<p>The proportion of interviewees was 66% women and 34% men. The majority of the farmers had completed elementary school (30%), followed by those who completed high school (20%) and had incomplete high school (18%). It was found that 14% of farmers were illiterate, and only 2% had attended university. Smallholders older than 35&#xa0;years represented 83% of all the interviewees.</p>
<p>Women were responsible for making decisions about herd management. For smallholders, the main purpose for goat keeping was obtaining milk or meat for home consumption to ensure their food security (44%), and if there was cheese surplus, it was offered to local markets (40%).</p>
<p>Almost half of the farmers were involved in livestock more than 20&#xa0;years ago (43%), with the priority of improving the genetic quality of their animals to increase milk and meat production. The farmers interviewed stated that they lacked technical assistance.</p>
</sec>
<sec id="s3-2">
<title>Production characteristics</title>
<sec id="s3-2-1">
<title>Production system</title>
<p>The breeding goat systems were a mixed production system, where 43% of the breeders had less than 0.5 hectares, 33% between 0.5 and 1 hectare, and 4% with more than 2 hectares. The main source of income for farmers was crop production (55%), followed by livestock (31%). It was found that 68% of farmers kept their goats without other species, while 32% were associated with other species such as cattle and sheep. More than half of farmers use their lands for crops (69%), while 29% of them use natural grasslands and only 2% cultivate pastures. Almost half of the breeders (51%) reported that their biggest challenge was a lack of knowledge about good breeding practices, which significantly affected their herds. Herd size was represented by 35 &#xb1; 40 animals, categorized as: adult does (45.4%), bucks (2.9%), doelings (17.7%), kids (22.4%), kids post-weaning (7.2%), and wether (4.4%).</p>
</sec>
<sec id="s3-2-2">
<title>Feeding</title>
<p>The feeding was always based on natural resources such as pastures, shrubs, and trees (<xref ref-type="table" rid="T2">Table 2</xref>), and more than half of the producers (56%) complemented with fodder and hay during the dry season. The sources of water for goats were rivers, ditches, and drinking water. Most breeders grazed their goats in communal areas (74%), 10% of them used their own, and 16% used both areas.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>List of natural pastures from which goats eat in study areas.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="left">Herbs</th>
<th align="left">Shrubs</th>
<th align="left">Trees</th>
<th align="left">Cactaceae</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chuschi</td>
<td align="left">
<italic>Trifolium</italic> spp. (Wild clover)<break/>
<italic>Bouteloua curtipendula</italic> (Banderilla)<break/>
<italic>Bromus catharticus Vahl</italic> (Cebadilla)<break/>
<italic>Sporobolus indicus</italic> (Kikuyo)</td>
<td align="left">
<italic>Acacia macrantha</italic> (Huarango)<break/>
<italic>Baccharis latifolia</italic> (Chilca)<break/>
<italic>Colletia spinosissima</italic> J. <italic>Gmelin</italic> (Tacsana)<break/>
<italic>Otholobium pubescens</italic> (Huallhua)<break/>
<italic>Opuntia apurimacensis</italic> (Ayrampo)</td>
<td align="left">
<italic>Escallonia resinosa</italic> (Chachas)</td>
<td align="left">
<italic>Agave americana</italic> L. (Cabuya, penca)</td>
</tr>
<tr>
<td align="left">Oca&#xf1;a</td>
<td align="left">
<italic>Trifolium</italic> spp. (Wild clover)<break/>
<italic>Bromus catharticus Vahl</italic> (Cebadilla)<break/>
<italic>Sporobolus indicus</italic> (Kikuyo)</td>
<td align="left">
<italic>Acacia macrantha</italic> (Huarango)</td>
<td align="left">
<italic>Escallonia resinosa</italic> (Chachas)<break/>
<italic>Kageneckia lanceolata</italic> (Lloque)<break/>
<italic>Eriotheca vargasii</italic> (Pati)</td>
<td align="left">
<italic>Corryocactus brevistylus</italic> (Sanky)</td>
</tr>
<tr>
<td align="left">Santillana</td>
<td align="left">
<italic>Trifolium</italic> spp. (Wild clover)<break/>Ancusa<break/>
<italic>Bromus catharticus Vahl</italic> (Cebadilla)<break/>
<italic>Cantua buxifolia</italic> (Qantu, cantata)</td>
<td align="left">
<italic>Acacia macrantha</italic> (Huarango)<break/>
<italic>Baccharis microphylla</italic> (Tayanca)</td>
<td align="left">
<italic>Eriotheca vargasii</italic> (Pati)<break/>
<italic>Kageneckia lanceolata</italic> (Lloque)<break/>
<italic>Escallonia resinosa</italic> (Chachas)</td>
<td align="left">
<italic>Agave americana</italic> L. (Cabuya, penca)</td>
</tr>
<tr>
<td align="left">Accomarca</td>
<td align="left">
<italic>Trifolium</italic> spp. (Wild clover)<break/>
<italic>Bromus catharticus Vahl</italic> (Cebadilla)</td>
<td align="left">
<italic>Acacia macrantha</italic> (Huarango)<break/>
<italic>Colletia spinosissima</italic> J. <italic>Gmelin</italic> (Tacsana)</td>
<td align="left">
<italic>Polylepis</italic> spp. (Que&#xf1;ua)<break/>
<italic>Kageneckia lanceolata</italic> (Lloque)<break/>
<italic>Escallonia resinosa</italic> (Chachas)</td>
<td align="left">
<italic>Agave americana</italic> L. (Cabuya, penca)</td>
</tr>
<tr>
<td align="left">Pacaycasa</td>
<td align="left">
<italic>Trifolium</italic> spp. (Wild clover)<break/>
<italic>Bromus catharticus Vahl</italic> (Cebadilla)<break/>
<italic>Bouteloua curtipendula</italic> (Banderilla)<break/>
<italic>Sporobolus indicus</italic> (Kikuyo)</td>
<td align="left">
<italic>Caesalpinia spinosa</italic> (Tara)<break/>
<italic>Acacia macrantha</italic> (Huarango)</td>
<td align="left">
<italic>Escallonia resinosa</italic> (Chachas)<break/>
<italic>Escallonia myrtilloides</italic> (Tasta)<break/>
<italic>Kageneckia lanceolata</italic> (Lloque)</td>
<td align="left">
<italic>Agave americana</italic> L. (Cabuya, penca)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2-3">
<title>Health</title>
<p>The herds were not monitored by qualified health technicians, and producers lacked a sanitary calendar. Despite this, breeders did perform deworming, with 18% doing it once a year, 24% twice a year, and 1% three times a year, while 46% did not deworm at all. The deworming typically occurs at the start and end of the rainy season.</p>
</sec>
<sec id="s3-2-4">
<title>Productive and milking management</title>
<p>Twenty-eight percent of the breeders carried out castration. Continuous mating was recorded in all herds, using rented males (14%) or males of their herds (70%), where bought within the region (10%), or from outside the region (4%). The majority of the producers tend to perform manual milking in their pens (95%), without any sanitary measures, registering a production of 1&#xa0;kg of milk per goat during four or 5&#xa0;months of production (68%).</p>
</sec>
</sec>
<sec id="s3-3">
<title>Sales</title>
<p>Most breeders use their products (milk, cheese, meat, skin, and manure) for self-consumption (80%) and only sell when there are surpluses. Producers who marketed their products did not have a sales record, which is a fundamental tool for economic assessment. More than half of breeders (63%) sold goat kids at four (13%) or 5&#xa0;months (48%) of age. There was not any type of external financing to which breeders could have access.</p>
</sec>
<sec id="s3-4">
<title>Typology</title>
<p>Multiple correspondence analysis (MCA) was applied to 15 variables (<xref ref-type="table" rid="T1">Table 1</xref>). Each dimension of MCA explained the amount of variation, and only the first two dimensions (17.1% of the total variance) were retained, compared to other dimensions that had few contributions to the total variance (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Percentage of the contribution of each dimension of the multiple correspondence analysis (MCA) to the total variance.</p>
</caption>
<graphic xlink:href="past-14-13035-g002.tif"/>
</fig>
<p>The MCA was carried out on 15 variables and 54 modalities that contributed to the formation of 2 dimensions. <xref ref-type="fig" rid="F3">Figure 3</xref> shows the distribution of the herd modalities according to the first (8.8%) and second (8.3%) size. In the first dimension, positive coefficients were cattle ranchers from the districts of Oca&#xf1;a, Pacaycasa, and Accomarca, who have lands greater than 1 hectare. Their goats graze freely in their own and communal areas; producers aim to produce milk and meat for the market, and with their main source of income besides crops and trade. The negative coefficients were the producers of the districts of Santillana and Chuschi with extensions of lands less than 1 hectare; their breeding objective was for self-consumption, with the eventual sale of milk when there were surpluses. In the second dimension, the positive coefficients are made up of subsistence and middle-class farmers, their main source of income was goat breeding, using milk and meat for sale, and their herds were dewormed 1 to 2 times a year. The negative coefficients are made up of subsistence farmers, the objective of goat breeding was for self-consumption; their main source of income was crops using technified irrigation. Some herds were dewormed when sick, while the &#x201c;healthy ones&#x201d; were never treated.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Graphical representation of the distribution of modalities for the first (Dim 1) and second (Dim 2) dimensions of the MCA applied to the typology of goat production systems (the meaning of codes is in <xref ref-type="table" rid="T1">Table 1</xref>).</p>
</caption>
<graphic xlink:href="past-14-13035-g003.tif"/>
</fig>
<p>The representation of the variables in dimensions 1 and 2 is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The Oca&#xf1;a goat breeders were better represented, followed by breeders who raised goats for self-consumption, breeders with less than 0.5 hectares of land, herds that drank water from the ditch, and those that were not dewormed. Breeders who achieved incomplete high school, with 10&#x2013;20 years of breeding, and those who grazed their herds on communal and their lands, were the ones who had a low representation in dimensions.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Representation of variable categories by dimensions using point clouds (cos<sup>2</sup>).</p>
</caption>
<graphic xlink:href="past-14-13035-g004.tif"/>
</fig>
<p>The hierarchical classification typed three groups (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F5">Figure 5</xref>). The chi-square test revealed a statistically significant difference between the groups for all variables (<italic>p</italic> &#x3c; 0.001), except for mixed farming variables, education level, land tenure, and milk production.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Distribution of the variables and categories of the respondents for the three groups identified by hierarchical classification analysis.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variables and categories</th>
<th align="center">Group 1</th>
<th align="center">Group 2</th>
<th align="center">Group 3</th>
<th align="center">Total</th>
<th align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">District</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="6" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Oca&#xf1;a</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">11</td>
<td align="center">11</td>
</tr>
<tr>
<td align="left">Chuschi</td>
<td align="center">6</td>
<td align="center">3</td>
<td align="center">1</td>
<td align="center">10</td>
</tr>
<tr>
<td align="left">Accomarca</td>
<td align="center">0</td>
<td align="center">17</td>
<td align="center">0</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left">Pacaycasa</td>
<td align="center">0</td>
<td align="center">19</td>
<td align="center">2</td>
<td align="center">21</td>
</tr>
<tr>
<td align="left">Santillana</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">30</td>
</tr>
<tr>
<td align="left">Small family farming classification</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Infra-subsistence</td>
<td align="center">21</td>
<td align="center">16</td>
<td align="center">1</td>
<td align="center">38</td>
<td rowspan="3" align="left"/>
</tr>
<tr>
<td align="left">Subsistence</td>
<td align="center">15</td>
<td align="center">23</td>
<td align="center">14</td>
<td align="center">52</td>
</tr>
<tr>
<td align="left">Intermediate</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Education level</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="8" align="center">n.s</td>
</tr>
<tr>
<td align="left">No schooling</td>
<td align="center">2</td>
<td align="center">7</td>
<td align="center">3</td>
<td align="center">12</td>
</tr>
<tr>
<td align="left">Elementary, incomplete</td>
<td align="center">6</td>
<td align="center">5</td>
<td align="center">3</td>
<td align="center">14</td>
</tr>
<tr>
<td align="left">Elementary, complete</td>
<td align="center">9</td>
<td align="center">13</td>
<td align="center">5</td>
<td align="center">27</td>
</tr>
<tr>
<td align="left">High school, incomplete</td>
<td align="center">8</td>
<td align="center">7</td>
<td align="center">2</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left">High school, complete</td>
<td align="center">11</td>
<td align="center">5</td>
<td align="center">2</td>
<td align="center">18</td>
</tr>
<tr>
<td align="left">Higher, incomplete</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Higher, complete</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Time as a breeder</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Less than 5 years</td>
<td align="center">3</td>
<td align="center">8</td>
<td align="center">4</td>
<td align="center">15</td>
</tr>
<tr>
<td align="left">5&#x2013;10 years</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">0</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left">10&#x2013;20 years</td>
<td align="center">4</td>
<td align="center">10</td>
<td align="center">0</td>
<td align="center">14</td>
</tr>
<tr>
<td align="left">20&#x2b; years</td>
<td align="center">6</td>
<td align="center">17</td>
<td align="center">12</td>
<td align="center">35</td>
</tr>
<tr>
<td align="left">Income source</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Crop</td>
<td align="center">31</td>
<td align="center">20</td>
<td align="center">2</td>
<td align="center">53</td>
</tr>
<tr>
<td align="left">Livestock</td>
<td align="center">4</td>
<td align="center">11</td>
<td align="center">11</td>
<td align="center">26</td>
</tr>
<tr>
<td align="left">Commerce</td>
<td align="center">0</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">Crop and livestock</td>
<td align="center">1</td>
<td align="center">7</td>
<td align="center">1</td>
<td align="center">9</td>
</tr>
<tr>
<td align="left">Production objective</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="4" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Milk</td>
<td align="center">6</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">8</td>
</tr>
<tr>
<td align="left">Meat and milk</td>
<td align="center">13</td>
<td align="center">8</td>
<td align="center">13</td>
<td align="center">34</td>
</tr>
<tr>
<td align="left">Self-consumption</td>
<td align="center">17</td>
<td align="center">17</td>
<td align="center">1</td>
<td align="center">35</td>
</tr>
<tr>
<td align="left">Total Unit Area</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">0.5 Ha</td>
<td align="center">29</td>
<td align="center">5</td>
<td align="center">6</td>
<td align="center">40</td>
</tr>
<tr>
<td align="left">0.5&#x2013;1 Ha</td>
<td align="center">6</td>
<td align="center">18</td>
<td align="center">5</td>
<td align="center">29</td>
</tr>
<tr>
<td align="left">&#x3e;1&#x2013;2 Ha</td>
<td align="center">1</td>
<td align="center">15</td>
<td align="center">1</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left">&#x3e;2 Ha</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">4</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left">Irrigation system</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="4" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Surface irrigation</td>
<td align="center">5</td>
<td align="center">3</td>
<td align="center">2</td>
<td align="center">10</td>
</tr>
<tr>
<td align="left">Technified irrigation</td>
<td align="center">24</td>
<td align="center">18</td>
<td align="center">1</td>
<td align="center">43</td>
</tr>
<tr>
<td align="left">Without irrigation</td>
<td align="center">7</td>
<td align="center">18</td>
<td align="center">13</td>
<td align="center">38</td>
</tr>
<tr>
<td align="left">Mixed farming</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="3" align="center">&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="center">16</td>
<td align="center">5</td>
<td align="center">5</td>
<td align="center">26</td>
</tr>
<tr>
<td align="left">No</td>
<td align="center">20</td>
<td align="center">13</td>
<td align="center">11</td>
<td align="center">44</td>
</tr>
<tr>
<td align="left">Land tenure</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="4" align="center">n.s</td>
</tr>
<tr>
<td align="left">Own</td>
<td align="center">4</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left">Communal</td>
<td align="center">25</td>
<td align="center">15</td>
<td align="center">11</td>
<td align="center">51</td>
</tr>
<tr>
<td align="left">Owned and Communal</td>
<td align="center">7</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">12</td>
</tr>
<tr>
<td align="left">Sources of Water</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">River</td>
<td align="center">6</td>
<td align="center">1</td>
<td align="center">11</td>
<td align="center">18</td>
</tr>
<tr>
<td align="left">Irrigation canal</td>
<td align="center">22</td>
<td align="center">4</td>
<td align="center">2</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left">Drinking troughs</td>
<td align="center">8</td>
<td align="center">8</td>
<td align="center">3</td>
<td align="center">19</td>
</tr>
<tr>
<td align="left">Others</td>
<td align="center">1</td>
<td align="center">5</td>
<td align="center">1</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left">Litter size</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="3" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Simple</td>
<td align="center">3</td>
<td align="center">8</td>
<td align="center">0</td>
<td align="center">11</td>
</tr>
<tr>
<td align="left">Double</td>
<td align="center">33</td>
<td align="center">10</td>
<td align="center">16</td>
<td align="center">59</td>
</tr>
<tr>
<td align="left">Reason for removing animals</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Age</td>
<td align="center">11</td>
<td align="center">8</td>
<td align="center">4</td>
<td align="center">23</td>
</tr>
<tr>
<td align="left">Health Condition</td>
<td align="center">13</td>
<td align="center">2</td>
<td align="center">2</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left">Elimination</td>
<td align="center">12</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">15</td>
</tr>
<tr>
<td align="left">Others</td>
<td align="center">1</td>
<td align="center">6</td>
<td align="center">4</td>
<td align="center">11</td>
</tr>
<tr>
<td align="left">Milk production</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="3" align="center">n.s</td>
</tr>
<tr>
<td align="left">1&#xa0;kg</td>
<td align="center">35</td>
<td align="center">18</td>
<td align="center">14</td>
<td align="center">67</td>
</tr>
<tr>
<td align="left">1 &#x3c; 2&#xa0;kg</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">Deworming period</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td rowspan="5" align="center">&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">2 times</td>
<td align="center">11</td>
<td align="center">2</td>
<td align="center">8</td>
<td align="center">21</td>
</tr>
<tr>
<td align="left">1 time</td>
<td align="center">7</td>
<td align="center">2</td>
<td align="center">6</td>
<td align="center">15</td>
</tr>
<tr>
<td align="left">If necessary</td>
<td align="center">7</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">10</td>
</tr>
<tr>
<td align="left">Not done</td>
<td align="center">11</td>
<td align="center">12</td>
<td align="center">1</td>
<td align="center">24</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>n.s., not significant (<italic>p</italic> &#x3e; 0.05); &#x2a;<italic>p</italic> &#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Hierarchical classification of goat breeders applied to the typology of goat production systems in the highlands of southeast Peru.</p>
</caption>
<graphic xlink:href="past-14-13035-g005.tif"/>
</fig>
<p>Group 1 (n &#x3d; 36) was typified as a system in which breeders raised goats only for self-consumption. The Santillana district breeders were classified mainly in this group (83%). According to the SFF classification, more than half of the breeders belong to the subsistence category (58%), with agriculture being their main source of income (89%). Eighty-one percent of the breeders had less than 0.5 hectares of land installed with technified irrigation (67%), The herds drank water from streams (61%), and most of them had twin births (92%). The majority of breeders in this group (71%) dewormed their goats 1 to 2 times a year.</p>
<p>Group 2 (n &#x3d; 39) was typified as a system in which breeders raised goats for self-consumption and marketing of surplus products (cheese, milk, and meat). This group classified breeders mainly from the Accomarca (44%) and Pacaycasa (44%). Just over half of the breeders in this group were classified as subsistence producers (59%), with agriculture (51%) and livestock (28%) being their main sources of income. In this group, the breeders had larger extensions of land, between 0.5 and 2 hectares (84%), where some had access to water (46%), while others had access to technical irrigation (44%). Herds taken directly from taps with drinking troughs (62%), and more than half (67%) had twin births. Most of the breeders (74%) did not deworm their herds.</p>
<p>Group 3 (n &#x3d; 16) was typified as a system in which the goat plays a major role in the economic livelihood of the breeders. This group consisted mainly of breeders from the Oca&#xf1;a district (69%). Most breeders were in the subsistence category (88%), with goats as their main source of income (81%). The breeders kept the goats to produce cheese and goat kids. Twenty-five percent of the breeders had land extensions greater than 2 hectares. Herds drew water from natural sources such as the river (65%). The breeders of this group mostly dewormed their goats once to twice a year (94%).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec id="s4-1">
<title>Socio-economic characteristics</title>
<p>Geographical characteristics influence socio-economic articulations (<xref ref-type="bibr" rid="B36">Torres, 2001</xref>). It is important to know the socio-economic situation of smallholders in order to improve goat farming in a sustainable way (<xref ref-type="bibr" rid="B38">Van Arendonk, 2011</xref>). In this study, illiteracy was below 15%; in contrast, breeders in the north of Peru exceeded 25% (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>), and Algeria and Senegal showed 44% and 69%, respectively (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>); while in Ecuador 9% were reported (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>). This might be due to the increasing number of schools in rural zones during the last years and the improvement of roads which let them get access to the cities with educational services; since education plays a determining role in the understanding and adoption of new technologies (health, feeding, reproduction and installation) that help improve the goat production system (<xref ref-type="bibr" rid="B39">V&#xe1;squez, 2016</xref>). Most of the goat farming was inherited through generations but the low percentage of smallholders with less than 35 years old could indicate that young people are not interested in livestock and have decided to find different job opportunities outside of their rural areas.</p>
<p>Unlike the present study (66%), women in northern Peru were found to be less involved in this livestock activity (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>). In Senegal, women (91%) are the main actors in goat breeding (<xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>), while the opposite occurred in Algeria (99% men) (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>). The greater prominence of women in goat activity in the sectors of study is because men developed other professions that forced them to travel to the city and develop part-time jobs to contribute to the economy of the family; while women remained mostly at home and were dedicated to care of children and raising livestock.</p>
<p>In this part of Peru, goats were generally raised to ensure the family&#x2019;s food security; although there were breeders who sought economic sustenance with the sale of cheese and yogurt. Similar reports were found in Senegal (<xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>) and Tanzania (<xref ref-type="bibr" rid="B22">Nguluma et al., 2020</xref>); while in Uganda, they only considered life insurance (<xref ref-type="bibr" rid="B21">Nampanzira et al., 2015</xref>). This heterogeneity in the purpose of breeding would be related to the presence of many cultural, social, and family traditions, where either the woman or the man has the main role in the goat breeding process (<xref ref-type="bibr" rid="B17">Missohou et al., 2004</xref>). Illiteracy also plays an important role in the current situation of small-holders&#x2019; goat production systems (<xref ref-type="bibr" rid="B1">Agossou et al., 2017</xref>; <xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>; <xref ref-type="bibr" rid="B35">Temoche, 2019</xref>).</p>
</sec>
<sec id="s4-2">
<title>Productive characterization</title>
<p>Production systems can be classified as: extensive, semi-intensive, and intensive, which are determined based on many factors that compete with the heterogeneity of production processes (<xref ref-type="bibr" rid="B19">Morales-Jerrett et al., 2022</xref>). In the present study, only 4% of breeders owned land greater than 2 hectares, while in the north of the country, there was higher (14%) (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>), as well as in Ecuador (14%) (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>). The planting of crops was the main activity for goat smallholders and they preferred to allocate their lands for crops such as corn, wheat, beans, and peas, turning communal areas into the forage support of most herds.</p>
<p>This study reveals that breeders practice mixed parenting, similar to the methods used in northern Peru (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>). This involves raising different livestock (goats, sheep, and cattle) on the same farm, allowing for efficient use of natural resources, better risk management, and increased sustainability of grasslands through differentiated grazing (<xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>). Mixed parenting is also practiced in Brazil (<xref ref-type="bibr" rid="B28">Rodrigues Alves et al., 2017</xref>) and other African countries (<xref ref-type="bibr" rid="B20">Moula et al., 2017</xref>; <xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Nguluma et al., 2022</xref>), however, these countries have different populations, policies, and sociocultural traditions that influence the production systems.</p>
<sec id="s4-2-1">
<title>Forage management</title>
<p>The availability of food resources is determined by the agroecological conditions where goat farming is developed, and there may be different sources of food (<xref ref-type="bibr" rid="B23">Nguluma et al., 2022</xref>). In this study area, the herds had natural meadows as their main source of food, with producers feeding them with crop by-products (corn husk dried, wheat straw, and barley); while in the north of Peru, in addition to natural grasslands and crop by-products, it was common practice to supplement with concentrate (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>). In these areas, the flocks grazed freely, with or without the shepherd, while others practiced tying their goats (<xref ref-type="bibr" rid="B21">Nampanzira et al., 2015</xref>; <xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>) to optimize the use of natural pastures and crop by-products (<xref ref-type="bibr" rid="B21">Nampanzira et al., 2015</xref>; <xref ref-type="bibr" rid="B32">Sarria et al., 2015</xref>). Proper design of feeding programs is essential to guarantee the profitability of the sector, according to each production model and different realities (<xref ref-type="bibr" rid="B19">Morales-Jerrett et al., 2022</xref>).</p>
</sec>
<sec id="s4-2-2">
<title>Reproductive and genetic management</title>
<p>The breeders mentioned that genetic improvement is one of the management priorities of their herds. Replacement breeders were chosen from their herds based on specific selection criteria. Males were selected according to body conformation, size, and live weight, while females were chosen for their prolificacy and milk production (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>). Similar reproductive management has been reported in northern Peru (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>), and Senegal (<xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>). However, in Ecuador, the selection of broodstock was carried out according to hardiness, resistance, and ease of handling (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>). These differences in reproductive management would be subject to the purpose of breeding (milk, meat, or fiber), where the producer determines his selection criteria to choose the future parents of the herd.</p>
<p>Categorizing the herd is essential to carry out good reproductive management, avoiding the repercussions on its growth and productive performance in the future (<xref ref-type="bibr" rid="B32">Sarria et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Villanueva, 2008</xref>). Proper mating management in herds guarantees proper use of genetic material, avoiding indiscriminate inbreeding, which is a main factor in the deterioration of productive parameters (<xref ref-type="bibr" rid="B22">Nguluma et al., 2020</xref>).</p>
</sec>
<sec id="s4-2-3">
<title>Field records management</title>
<p>Records management is fundamental in a productive unit, being a tool that stores important information and helps in making decisions about the herd. In this study, there was no evidence of any use of records (health, reproductive, sale, milk production) by breeders, unlike producers from northern Peru which handled inventory records as part of the control of their animals (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>). Many reasons could explain the less use of field records as the lack of financial resources, there was no motivation to improve their husbandry, or low size herds.</p>
</sec>
<sec id="s4-2-4">
<title>Health management</title>
<p>Antiparasitic controls are little or not practiced in the study area, with a high prevalence of gastrointestinal parasites (<xref ref-type="bibr" rid="B15">Mendoza, 2023</xref>). In contrast, breeders from Northern Peru (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>), Ecuador (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>), and other countries such as Algeria and Tanzania (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Nguluma et al., 2022</xref>) dewormed and vaccinated their herds. These differences were possibly due to agrarian policies, ancestral traditions, and a lack of knowledge of sanitary management by producers in the sector. Goats are predisposed to acquire diseases of bacterial, viral, fungal, and parasitic origin (<xref ref-type="bibr" rid="B8">Kardjadj, 2017</xref>; <xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Tumusiime et al., 2022</xref>). Herds must have a defined sanitary calendar, considering geographical conditions, parasite prevalence, and life cycle (<xref ref-type="bibr" rid="B6">Dismas et al., 2014</xref>).</p>
</sec>
</sec>
<sec id="s4-3">
<title>Economic characterization</title>
<p>Animal husbandry is a tool for cash flow in a family economy so in other parts of the world it is considered &#x201c;saving&#x201d; life security (<xref ref-type="bibr" rid="B18">Missohou et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Manirakiza et al., 2020</xref>). In this study, it was recorded that few breeders have a defined market for the sale of their products, as well as in Ecuador (<xref ref-type="bibr" rid="B41">Villacres Matias et al., 2017</xref>). These reports differ from those of northern Peru, where breeders know about the economic value of goat breeding (<xref ref-type="bibr" rid="B35">Temoche, 2019</xref>), as well as in Spain and Argelia (<xref ref-type="bibr" rid="B19">Morales-Jerrett et al., 2022</xref>; <xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>). In these areas, goat-derived products continue to be traditional, with a short production chain that is related to a weak organization of the actors involved in designing the policies of the sector (<xref ref-type="bibr" rid="B5">Camara et al., 2019</xref>; <xref ref-type="bibr" rid="B34">Sow et al., 2021</xref>) that results in an unnoticed competitiveness in the regional and national market (<xref ref-type="bibr" rid="B10">Laouadi et al., 2018</xref>).</p>
</sec>
<sec id="s4-4">
<title>Typification of the production system</title>
<p>Using multivariate analysis (MCA), the breeders were grouped into three groups. This typification in groups of goat breeders is differentiated by variables such as total unit area, income source, production objective, irrigation system, sources of water, and deworming period.</p>
<p>The breeders in Group 1 were part of family infra-subsistence farming, the cultivation of cereals in the sector was their primary activity. The harvesting of crops covered all their family&#x2019;s expenses, including food, education, and clothing. Goat breeding was done solely to ensure food security. Because they have areas of less than 0.5 hectares of land, breeders are limit themselves to livestock, putting more interest in growing cereals in the sector (corn, peas, wheat, beans, wheat, and barley). The breeders mostly carried out technified irrigation due to the geographical conditions (ravines and slopes) or the type of economic activity (agriculture or fruit production). Herds that took advantage of the natural pastures of communal lands preferred to consume vegetables from shrub and arboreal strata rather than herbaceous ones, these preferences are related to the feeding behavior of the goats (browsing).</p>
<p>The majority of Group 2 breeders belonged to subsistence family farming. The breeders of this group consider livestock and agriculture as their main activities, which would be related to the extensions of their lands due to the geographical conditions (accessible and wide valleys). Between March and June, breeders had higher incomes due to the calving and the great availability of pastures. The use of pressurized irrigation in this group would be related to the existing agricultural and fruit activity in the sectors, however, flood irrigation still prevails. Regarding parasitic control, most breeders did not comply with the deworming schedule, reporting a higher prevalence of gastrointestinal parasites (Eimeria spp., Strongyloides, Trichuris spp.). (<xref ref-type="bibr" rid="B15">Mendoza, 2023</xref>). The lack of sanitary management in these herds is attributed to the absence of entities and professionals that provide technical assistance and training.</p>
<p>The majority of the producers in group 3 belonged to subsistence family farming. In this group, goat breeding was the primary activity for breeders, driven by strong market demand for cheese and standing kids. To support this, they practiced transhumance, moving their herds throughout the year to ensure adequate feeding, unlike the sedentary lifestyle of the other two groups. The breeders also had a long-standing tradition of effective herd health management, passed down through generations. However, there is a need to enhance the production chain in the sector.</p>
<p>Group 1, includes mainly producers from the districts of Santillana and Chuschi; Group 2, producers from the districts of Pacaycasa and Accomarca; and Group 3, producers from the districts of Oca&#xf1;a, concluding that there are differences between the districts. Group 1 concentrates on producers who are mainly dedicated to agriculture, most of them, being subsistence category. Group 2 concentrates on producers who give importance to both livestock and agriculture, most of them, being subsistence categories. On the other hand, group 3 concentrates on producers who are dedicated only to goat activity, where almost all of them are subsistence categories. Thus, the producers in Group 1 raise goats for self-consumption, Group 2 for consumption and sale of surpluses, and Group 3 to market their products. The producers in Group 1 have smaller land extensions (&#x3c;0.5 hectares) than those in Group 2 (0.5&#x2013;2 hectares) and Group 3 (&#x3e;2 hectares).</p>
<p>The Ayacucho region is divided into three ecosystems by the Andes Mountains: the southern highlands, the center of the abrupt mountains, and the northeast of the tropical forest, with altitudes ranging between 500 and 5,000&#xa0;m.a.s.l. It is characterized by a rugged geography, a variety of microclimates, with a diversity of ecological sites, where there are scattered natural resources. These geographical characteristics have influenced the nature of human settlements and socio-economic articulations, attributing to agro-ecological diversity among the populations of the region (<xref ref-type="bibr" rid="B36">Torres, 2001</xref>). These geographical and agroecological characteristics, in addition to social, cultural, and economic factors, would be influencing the different agricultural and livestock production processes, resulting in grouping producers into 3 groups.</p>
<p>Group 1 concentrates producers in the subsistence category (58%) because goat farmers in the sectors do not cover their basic needs and have land &#x3c;0.5 hectares, so they opt for other sources of income other than agriculture and livestock. Group 2 concentrates producers in the subsistence category (58%), where goat farmers can cover their basic needs, with land between 0.5 and 2 hectares, however, they do not have enough savings capacity. Group 3 concentrates on producers in the subsistence category (88%), where goat farmers can save their income and have the opportunity to improve their quality of life. The classification of PAFs is based on socioeconomic and ecological characteristics (land, water, and biodiversity), which have a strong impact on agricultural production systems (<xref ref-type="bibr" rid="B43">Fonseca-Carre&#x00F1;o, 2019</xref>), and requires a highly disaggregated vision (<xref ref-type="bibr" rid="B44">Maletta, 2017</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In the southeast of Peru, it was evident that goat breeding is one of the main livestock activities that are practiced in inhospitable, forgotten areas that are difficult to access, where other production species (cattle, sheep, and camelids) were not evident. In these sectors, goat activity plays a very important role for the inhabitants, being a direct source of food for all families and as economic support for certain producers. However, it is revealed that it lacks good management practices in breeding, without genetic improvement strategies, with free grazing management that takes a long time in communal lands, where local authorities do not put interest to consider in their productive development plans. Three groups of goat breeding were typified; the first where breeders are characterized by producing only to cover food security; the second where they seek to market surplus production (milk, cheese, and meat); and the third where goats as their main source of income. This study will also contribute to the design of strategies to develop sustainable goat farming within the region. Further research on improvement proposals is required, to establish sustainable and profitable livestock systems for the producer.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>WP: Conceptualization and design of the experiment, data analysis and interpretation, statistical analysis, manuscript writing. DG: Conceptualization and design of the experiment, manuscript writing, and editing. JH: Data collection, experiment development. ES: Data analysis and interpretation. FT: Statistical analysis, manuscript review, and editing. JC: Conceptualization and design of the experiment, and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was financially supported by the Instituto Nacional de Innovaci&#xf3;n Agraria (INIA), through the research goat project (CUI N&#xb0;2506684).</p>
</sec>
<ack>
<p>The authors are grateful to goat farmers from Colca, Oca&#xf1;a, Luricocha and Pacaycasa, Ayacucho, for their willingness and assistance during field sample collection. Also, the technical assistance received from the Estaci&#xf3;n Experimental Agraria (EEA) Cana&#xe1;n, INIA is greatly appreciated.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
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