<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.162508.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>University Dropout Among Indigenous University Students: A Global Systematic Review</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Quincho-Apumayta</surname>
                        <given-names>Ra&#x00fa;l</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-7944-1137</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Carrillo Cayllahua</surname>
                        <given-names>Javier</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ccencho Pari</surname>
                        <given-names>Abraham</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Inga Choque</surname>
                        <given-names>Vilma</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>C&#x00e1;rdenas-Valverde</surname>
                        <given-names>Juan</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Universidad Nacional de Huancavelica, Huancavelica, Huancavelica, Peru</aff>
                <aff id="a2">
                    <label>2</label>Universidad Nacional Autonoma Altoandina de Tarma, Tarma, Junin, Peru</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:raul.quincho@unh.edu.pe">raul.quincho@unh.edu.pe</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>2</day>
                <month>7</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>641</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>26</day>
                    <month>6</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Quincho-Apumayta R et al.</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-641/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>University dropout among indigenous students is a multifactorial phenomenon that significantly impacts education and equity. This systematic review aimed to consolidate global evidence on risk and protective factors associated with university dropout among indigenous populations.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>A systematic review was conducted following PRISMA 2020 criteria, encompassing ten databases (Web of Science, Scopus, LILACS, Dialnet, PubMed/MEDLINE, Redalyc, Scielo, DOAJ, Latindex, and CLASE) from October 29, 2024, to November 30, 2024. Out of 23,403 initial records, 21 studies met the inclusion criteria, analyzing indigenous university students and their educational trajectories. Two independent reviewers conducted the study selection and data extraction, ensuring minimized bias. Variables included demographic characteristics, geographic context, academic field, dropout rates, and related factors. Results were synthesized through descriptive analysis, focusing on quantitative data.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>Among the 226,049 participants across 21 studies, only 2,340 (1.03%) were indigenous university students, predominantly from South America (9/21 studies). The average dropout rate was 33.59%, ranging from 20% to 66%, with the highest rates reported among female students in six studies (28.57%). However, three studies highlighted higher dropout rates among male students (14.29%). Economic barriers were the primary risk factor (85.7%), followed by linguistic challenges (47.6%) and geographic limitations (33.3%). Protective factors included financial support (76.2%), academic mentorship (47.6%), and social support (42.8%). Public universities accounted for most participants (17/21 studies), with limited representation from private institutions. Despite significant dropout rates, only seven studies provided detailed prevalence data.</p>
                </sec>
                <sec>
                    <title>Conclusion</title>
                    <p>This review highlights systemic inequities contributing to indigenous university dropout, emphasizing economic, linguistic, and geographic barriers. While financial support and mentorship are effective interventions, their implementation remains inconsistent. Addressing these disparities through targeted policies, culturally inclusive curricula, and equitable resource distribution is essential to reducing dropout rates and fostering academic retention among indigenous students.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Abandonment</kwd>
                <kwd>dropout</kwd>
                <kwd>students</kwd>
                <kwd>university</kwd>
                <kwd>indigenous</kwd>
                <kwd>higher education.</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1">
                    <funding-source>Universidad Nacional de Huancavelica</funding-source>
                    <award-id>FOCAM03</award-id>
                </award-group>
                <funding-statement>Our study is supported by the Universidad Nacional de Huancavelica Peru and FOCAM 03 project.</funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec5" sec-type="intro">
            <title>Introduction</title>
            <p>University dropout (UD) is a multifactorial phenomenon that significantly impacts the educational, social, and economic spheres (
                <xref ref-type="bibr" rid="ref2">Aina et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref7">Barroso et al., 2022</xref>), with direct repercussions on students, institutions, and the state. Beyond interrupting academic trajectories, it hinders personal and professional development and limits opportunities for social mobility, thereby exacerbating preexisting social inequalities (
                <xref ref-type="bibr" rid="ref32">Herbaut, 2021</xref>; 
                <xref ref-type="bibr" rid="ref38">Koopmann et al., 2024</xref>).</p>
            <p>Unfortunately, Indigenous students are more vulnerable to university dropout (UD) due to economic, cultural, and geographical barriers. However, despite its impact, UD in this population has been understudied (
                <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>), making it difficult to design effective strategies to mitigate this issue. Several limitations in access to education for Indigenous students have been identified, with economic factors and a lack of resources to sustain their studies being among the most prominent (
                <xref ref-type="bibr" rid="ref11">Bustelo et al., 2023</xref>; 
                <xref ref-type="bibr" rid="ref47">Mardon &amp; Ahmed, 2023</xref>).</p>
            <p>Additionally, other barriers that have been analyzed include language, discrimination, and socioeconomic factors (
                <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez and Ossola, 2021</xref>). These conditions disconnect Indigenous students&#x2019; university experience from their cultural and contextual realities, increasing their vulnerability and solidifying a high risk of dropout (
                <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez and Ossola, 2021</xref>; 
                <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>).</p>
            <p>Due to the high risk of university dropout among Indigenous students and the barriers they face, consolidating information on this phenomenon is essential (
                <xref ref-type="bibr" rid="ref19">Cruz P&#x00e9;rez et al., 2018</xref>; 
                <xref ref-type="bibr" rid="ref54">Nelson et al., 2018</xref>). However, evidence on the factors contributing to dropout and effective strategies to promote student retention remains limited and fragmented. Therefore, the objective of this study was to consolidate the available information on university dropout among Indigenous populations, analyzing the associated risk and protective factors.</p>
        </sec>
        <sec id="sec6" sec-type="methods">
            <title>Methods</title>
            <sec id="sec7">
                <title>Search strategy</title>
                <p>A systematic review was conducted following the PRISMA 2020 criteria (
                    <xref ref-type="bibr" rid="ref57">Page et al., 2021</xref>). Initially, two authors (INITIALS) performed a global systematic search across ten electronic databases: Web of Science (WOS), Scopus, LILACS, Dialnet, PubMed/MEDLINE, Redalyc, Scielo, Directory of Open Access Journals (DOAJ), Latindex, and CLASE. The search was conducted in English and Spanish between October 29, 2024, and November 30, 2024.</p>
                <p>The search strings combined key terms related to university dropout, Indigenous populations, and the educational context. To maximize results, both Spanish and English terms were used. The search string applied was: 
                    <italic toggle="yes">ALL=((dropout) OR (deserci&#x00f3;n) AND ("university students") OR ("estudiantes universitarios") AND (indigenous*) OR (ind&#x00ed;genas*)).</italic> Boolean operators were adjusted according to each database&#x2019;s search criteria (using &#x201c;
                    <italic toggle="yes">AND</italic>&#x201d;, &#x201c;
                    <italic toggle="yes">OR</italic>&#x201d; 
                    <bold>&#x201c;
                        <italic toggle="yes">*</italic>&#x201d;</bold>, 
                    <bold>

                        <italic toggle="yes">&#x201c;or&#x201d;</italic>
</bold>) to maximize sensitivity and specificity, ensuring the inclusion of relevant studies. Additionally, exclusion filters by study type (full articles or letters to the editor) were applied in databases that allowed it (Scopus, WOS, LILACS, Dialnet, PubMed, and Scielo).</p>
                <p>A total of 23,403 records were identified: 21,619 in WOS, 356 in Scopus, 115 in LILACS, 743 in Dialnet, 385 in PubMed/MEDLINE, 16 in Redalyc, 53 in Scielo, and 116 in DOAJ. The searches yielded no results in the Latindex and CLASE platforms.</p>
            </sec>
            <sec id="sec8">
                <title>Eligibility criteria</title>
                <p>To ensure the relevance of the studies included, predefined inclusion and exclusion criteria were established. Studies addressing university dropout or attrition in university students (undergraduate or postgraduate) belonging to Indigenous communities were included. No restrictions were placed on age range, sex, or geographic location, and studies in Spanish or English, published as full and accessible articles, analyzing risk or protective factors related to dropout, were considered. Additionally, studies providing information on dimensions or determinants of school attrition in this population group were included.</p>
                <p>In contrast, theoretical studies, such as systematic reviews, meta-analyses, and literature reviews, were excluded, as well as research focused on non-university school populations or vulnerable populations other than Indigenous communities.</p>
            </sec>
            <sec id="sec9">
                <title>Procedure</title>
                <p>The study selection process was carried out in three stages following the PRISMA guidelines (
                    <xref ref-type="bibr" rid="ref1">Ra&#x00fa;l, 2025</xref>). PRISMA flow diagram has been presented as extended data as well (
                    <xref ref-type="bibr" rid="ref1">Ra&#x00fa;l, 2025</xref>; See extended data as figure 1). First, an initial review of the titles, abstracts, and keywords of the 23,391 unique records identified after removing duplicates within each database was conducted. During this stage, 23,271 studies were excluded for not meeting the eligibility criteria, including 408 articles that did not address a university population, 21,873 that did not include an Indigenous population, 736 that did not focus on the phenomenon of dropout or attrition, and 306 studies of a theoretical or bibliometric nature. In the second stage, 120 articles were selected for full-text review. During this phase, 11 duplicate records across all databases were identified and removed, as they had not been detected in the first stage. Additionally, 86 studies were excluded for not meeting the inclusion criteria after a detailed full-text review (
                    <xref ref-type="bibr" rid="ref1">Ra&#x00fa;l, 2025</xref>; See the extended data as 
                    <xref ref-type="table" rid="T1">
Table 1</xref>). Finally, 23 studies met all the established criteria and were included for analysis and narrative synthesis.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Characteristics of the studies and demographic information of participants.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Author(s)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Year</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Country</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">N</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">NI</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">TI</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">EP-R years</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Sex</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rodr&#x00ed;guez &amp; Ossola (61)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Argentina</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 0; F: 2</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt et al. (65)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Chile</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,222</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">512</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 276; F: 236</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Saldarriaga et al. (63)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Colombia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">748</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Riveros et al. (59)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mexico</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 22,5; R: 20-25</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 0; F: 10</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Loureiro et al. (44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Brazil</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">226.049</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2361</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kozlova et al. (38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Russia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">268</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">66</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 57; F: 9</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Salazar C&#x00f3;ndor (62)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Peru</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">39,180</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,904</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 19; R: 16-22</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ben&#x00ed;tez &amp; Ram&#x00ed;rez (7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mexico</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt &amp; Alvites (60)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mexico</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">56</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 20,5; R: 18-23</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">De Gracia &amp; Vega (20)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Panama</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">50</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Meneses (49)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Colombia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">53</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">53</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 21,5; R:18-25</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 21; F: 32</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hearn et al. (30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Australia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">69</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">69</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 30; F: 39</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Oliver et al. (55)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Australia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">57</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">57</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 27.6; R: 17-60</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 13; F: 44</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Walton (74)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Canada</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">527</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">527</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lydster &amp; Murray (45)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Australia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PV</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bergamaschi et al. (8)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Canada</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">85</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">85</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 20,5; R: 16-25</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 34; F: 51</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Calegare &amp; Sales (13)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Brazil</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 41,14; R: 29-59</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 6; F: 1</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guti&#x00e9;rrez et al. (26)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ecuador</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1076</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 24; R: 17-31</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kirby et al. (6)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Peru</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">52,000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB y PV</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Carroll (42)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Australia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">193,464</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,152</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB y PV</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: NA; R: NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M: 1.463; F: 689</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Jackson (43)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Australia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">81,874</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">557</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PB y PV</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME: 21; R:17-25</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>N: Population; NI: Indigenous Population; TI: Type of institution; EP-R years: Average Age and Range; PB: Public; PV: Private; M: Male; F: Female; NA: Not Applicable.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec10">
                <title>Data rxtraction</title>
                <p>A standardized format was used for extracting key data, which included information on the general characteristics of the studies (author, year, country, methodological design), participants (educational level, rural context, Indigenous population), risk and protective factors associated with dropout, and methodological approaches used. Data extraction was conducted independently by two reviewers (INITIALS), with discrepancies resolved by consensus with the principal investigator (RQA).</p>
            </sec>
            <sec id="sec11">
                <title>Analysis</title>
                <p>For the description of the results, the general characteristics of the included studies were analyzed and described, reviewing aspects such as the country, sample size, proportion of Indigenous students, geographic context (rural, urban, or mixed), and type of institution (public, private, or mixed). To ensure the comparability of the data, absolute frequencies and percentages were calculated. Regarding the age of the participants, some studies only reported age ranges; therefore, it was necessary to calculate the estimated mean age using the lower and upper limits as references. Due to the heterogeneity of the studies, quantitative results were synthesized through descriptive analyses. Non-homogeneous or missing data were presented through a narrative synthesis, complemented by tables that facilitate the comparison between studies.</p>
            </sec>
        </sec>
        <sec id="sec12" sec-type="results">
            <title>Results</title>
            <sec id="sec13">
                <title>General characteristics of the included studies</title>
                <p>This systematic review included 21 records, detailed in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>. Most of the studies were conducted in South America (9/21), followed by Central America (4/21), North America (2/21), Oceania (5/21), and Europe (1/21). Among the 226,049 subjects included in the 21 records, only 2,340 corresponded to Indigenous university students, representing 1.03% of the total sample. Of the total records, 2 studies did not provide disaggregated information on Indigenous university populations (
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>). The average age of the participants was 24.19 years, considering only the 9 records that reported this information. In some cases, the age range was adjusted to calculate these values (
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>).</p>
                <p>In these studies, 63.06% of the participants were men, and 36.95% were women. However, 11 out of 21 studies did not report the sex of the participants (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>), and only 2 records focused exclusively on Indigenous women (
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>).</p>
                <p>Regarding the type of higher education institution, the majority of studies (17/21) were conducted on students from public universities (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>), while only one study focused on students from private universities (
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>). Additionally, three records analyzed populations from both public and private universities (
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>).</p>
                <p>In 
                    <xref ref-type="table" rid="T2">
Table 2</xref>, the cultural characteristics of the participants are presented. Of the total studies, 4 were conducted in Indigenous communities in Central America (Mexico: Tseltal, Wixarika, Nahua, Mazahua, Pur&#x00e9;pecha, Otom&#x00ed;; Panama: Ng&#x00e4;be and Bugl&#x00e9;); 2 out of 21 records in North America (Canada: M&#x00e9;tis, Inuit, and First Nations); 6 in South America (Colombia: Indigenous peoples of the Amazon; Argentina: Wilchi and Kolla; Chile: Mapuche; Peru: Quechua and Aimara; Brazil: Tuyuca, Tukano, Bar&#x00e1;, Munduruku, Yahua, Sater&#x00e9;-Maw&#x00e9;, Tariana, Kaingang, Guaran&#x00ed;, Fulni&#x00f4;, and Juruna; Ecuador: Achuar, Andwa, Kichwa, Sapara, Shiwiar, Shuar, and Waorani); 4 in Oceania (Australian Aboriginals and Torres Strait Islanders); and 1 in Europe (Russia: Komi-Permyak). Although 4 studies did not report this information (
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>). Regarding place of residence, in 15 out of 21 studies, participants reported living in rural areas (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>), while 5 out of 21 lived in both rural and urban areas (
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>). One study did not specify the area of residence (
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>).</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Cultural characteristics of participants.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Author</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Year</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Cultural ID</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Place of residence</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Languages spoken</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rodr&#x00ed;guez &amp; Ossola (61)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">WI y KO</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">WI; KO; Es</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt et al. (65)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MA y Es</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Saldarriaga et al. (63)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IA y Es</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Riveros et al. (59)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CH y TS</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CH y TS</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Loureiro et al. (44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL y UR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kozlova et al. (38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ko</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL y UR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ko</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Salazar C&#x00f3;ndor (62)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Que; AI; A</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL y UR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Que; AI; A y Es</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ben&#x00ed;tez &amp; Ram&#x00ed;rez (7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA; MAZ; PU; OT</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA; MAZ; PU; OT y Es</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt &amp; Alvites (60)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">WIX</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">HU</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">De Gracia &amp; Vega (20)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NG y BU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Meneses (49)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hearn et al. (30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL y UR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Oliver et al. (55)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Walton (74)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ME; I; FN</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL y UR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lydster &amp; Murray (45)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bergamaschi et al. (8)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">KA; GU; Que; FU; JU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">KA; GU; Que; FU; JU</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Calegare &amp; Sales (13)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TU; TUK; BA; MU; YA; S-M; T</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TU; TUK; BA; MU; YA; S-M; T; Por</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guti&#x00e9;rrez et al. (26)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AC; AN; KI; SA; SH; SHU; WA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AC; AN; KI; SA; SH; SHU; WA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kirby et al. (16)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Carroll (42)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">AB</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Jackson (43)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>WI: Wilchi; KO: Kolla; MA: Mapuche; IA: Indigenous people of the Amazon; CH: Ch&#x2019;ol; TS: Tseltal; Ko: Komi-Permyak; Que: Quechua; Ai: Aymara; A: Amazonian; NA: Nahuas; MAZ: Mazahuas; PU: Pur&#x00e9;pechas; OT: Otom&#x00ed;es; WIX: Wixarika; NG: Ng&#x00e4;be and BU: Bugl&#x00e9;; AB: Aboriginal and Torres Strait Islanders; ME: M&#x00e9;tis; I: Inuit; FN: First Nations; KA: Kaingang; GU: Guaran&#x00ed;; FU: Fulni&#x00f4;; JU: Juruna; TU: Tuyuca; TUK: Tukano; BA: Bar&#x00e1;; MU: Munduruku; YA: Yahua; S-M: Sater&#x00e9;-Maw&#x00e9;; T: Tariana; AC: Achuar; AN: Andwa; KI: Kichwa; SA: Sapara; SH: Shiwiar; SHU: Shuar; WA: Waorani; RL: Rural; UR: Urban; Es: Spanish; HU: Huichol; Por: Portuguese; PGA*: Cumulative Grade Point Average; PAAU*: Academic Support Programs; SMMLV*: Current Legal Monthly Minimum Wage; PEAMA*: Special Admission and Academic Mobility Program; AI/AN: American Indian and Alaskan Native; BFNE: Brief Fear of Negative Evaluation Scale; UES: University Experience Survey; UFRGS*: Federal University of Rio Grande do Sul; NA: Not applicable.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>Finally, the studies reported a great linguistic diversity. Identified languages included Andean languages (Quechua, Aimara), Amazonian languages (Achuar, Andwa, Sapara, Shiwiar, Shuar, Waorani, Yahua, Tuyuca, Tukano, Bar&#x00e1;, Munduruku, Sater&#x00e9;-Maw&#x00e9;, Tariana, Fulni&#x00f4;, Juruna), Southern Cone languages (Mapuche, Wilchi, Kolla, Guaran&#x00ed;, Kaingang), Mesoamerican languages (Tseltal, Ch&#x2019;ol, Nahuas, Mazahuas, Pur&#x00e9;pechas, Otom&#x00ed;es, Wixarika, Huichol), North American languages (M&#x00e9;tis, Inuit, First Nations), European languages (Komi-Permyak), and dominant languages (Portuguese) (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>). In 5 studies, the participants were bilingual (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>); while in 10 records, this information was not reported (
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>).</p>
                <p>Then, we analyzed the methodological aspects of the studies. According to 
                    <xref ref-type="table" rid="T3">
Table 3</xref>, 20 studies examined university dropout at the undergraduate level; of these, 17 out of 20 analyzed a wide variety of university programs (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>).</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Methodological aspects of the selected studies.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Author(s)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Year</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Level</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Field</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
ST*</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Source</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
T-TU
</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rodr&#x00ed;guez &amp; Ossola (61)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">EDU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; EXP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">O &amp; SS-INT</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt et al. (65)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ENG; HEA; SOC; EDU; AGR; ADM</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN; DES</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SEC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Saldarriaga et al. (63)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ENG; SOC; AGR; ECO; HEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN; ANA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SEC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR PEAMA*</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Riveros et al. (59)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TOU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN-INT
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IDI &amp; O</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Loureiro et al. (44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SOC; ENG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q &amp; IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kozlova et al. (38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">LAN</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SS-INT; STAI*; BB</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Salazar C&#x00f3;ndor (62)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">EDU; SOC; ART</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; ANA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SEC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ben&#x00ed;tez &amp; Ram&#x00ed;rez (7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">HEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; DES</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SS-INT; PPA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt &amp; Alvites (60)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ADM</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN; DES</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">De Gracia &amp; Vega (20)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">LAN</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q &amp; SS-INT</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Meneses (49)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ENG; HEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR; QC</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hearn et al. (30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">HEA; ART; ENG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">I; SS-INT</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Oliver et al. (55)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SOC; EDU; HEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; EXP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QC; TA</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Walton (74)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SS-INT; QC; IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lydster &amp; Murray (45)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL-PRA
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SS; QC</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bergamaschi et al. (8)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">HEA; EDU; AGR; ENG; SOC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED; DES</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR; SS-INT; PO</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Calegare &amp; Sales (13)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ANT; CUL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; EXP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q; SS-INT</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guti&#x00e9;rrez et al. (26)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TOU; ENV; FOO</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAL; EXP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PRI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q; BFNE*; DR; FG</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kirby et al. (16)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MIXED; ANA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SS-INT; TA; DR; IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Carroll (42)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ENG; HEA; CUL; ECO; SOC; ART</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN; ANA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SEC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NS-SUS*, IR</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Jackson (43)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">UG</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ENG; IT; ARC; ENV; CUL; SOC; ART</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">QUAN; ANA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">SEC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IR; NS-SUS*</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>H-TE: Tool or technique used; ST*: Type of Study; T-TU: Tools/Techniques Used; UG: Undergraduate; PG: Postgraduate; EDU: Education; ENG: Engineering &amp; Exact Sciences; HEA: Health; SOC: Social Sciences &amp; Humanities; ECO: Economics; AGR: Agricultural Sciences; ADM: Administrative Sciences; LAN: Languages; ART: Arts; ANT: Anthropology; CUL: Cultural &amp; Educational Development; TOU: Tourism; ENV: Environmental Sciences; FOO: Food Sciences; IT: Technology &amp; Information Sciences; ARC: Architecture. QUAL: Qualitative; QUAN: Quantitative; MIXED: Qualitative and Quantitative; INT: Interpretative; PRA: Practical Approach; DES: Descriptive; ANA: Analytical; Mixed: Primary and Secondary. O: Observation; SS-INT: Semi-structured Interviews; IR: Institutional Records; IDI: In-depth Interviews; Q: Questionnaires; BB: Biological Biomarker; PPA: Phenomenological Qualitative Analysis; QC: Qualitative Interviews; NS-SUS*: National Survey, University Experience Survey; TA: Thematic Analysis; SS: Structured Interviews; QC: Qualitative Content Analysis; PO: Participant Observation; DR: Document Review; FG: Focus Groups; PEAMA*: Special Admission and Academic Mobility Program; BFNE*: Brief Fear of Negative Evaluation Scale; NA: Not applicable.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>The identified areas include Education Sciences, Exact Sciences and Engineering, Health, Social Sciences, Humanities, Agricultural Sciences, Administrative Sciences, Economics, Tourism, Arts, Environmental Studies, and Cultural and Educational Development. However, fields such as Architecture, Technology, and Information Sciences had lower representation. The only study that analyzed dropout at the graduate level (
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>) focused exclusively on Education and Anthropology programs. However, three records did not report the participants&#x2019; professional fields (
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>).</p>
                <p>Regarding the methodologies used, 7 out of 21 studies employed qualitative approaches using semi-structured interviews and observations to explore individual and community experiences associated with dropout (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare and Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>). Meanwhile, 6 out of 21 studies applied quantitative methodologies incorporating statistical analyses of institutional databases and surveys (
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>). Finally, 8 studies used mixed methodologies, combining interviews with structured data analysis (
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>).</p>
                <p>Finally, the risk and protective factors associated with Indigenous university dropout were analyzed (see 
                    <xref ref-type="table" rid="T4">
Table 4</xref>). First, the prevalence of Indigenous university dropout was estimated at 33.59%, based on data from seven studies that provided this information (
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>). From these studies, an average Indigenous University Dropout (IUD) rate of 33.59% was estimated. However, 66.67% of the studies did not report this data, limiting the ability to conduct a more comprehensive analysis of dropout rates. The university dropout rate ranged between 20% and 66%, except for a single record that reported a lower rate (
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>). Similarly, the demographic variable analysis reported that IUD was higher among women (28.57%), considering data from six studies (
                    <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                    <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref62">Rodr&#x00ed;guez Gallegos &amp; Alvites-Huaman&#x00ed;, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>); However, in three studies (
                    <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                    <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>) higher dropout rates were reported among men (14.29%). In this regard, it is important to highlight that 52.38% of the studies did not report sex as a variable associated with dropout (
                    <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>).</p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Risk and protective factors.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top">Author</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">Year</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">% D</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">DG</th>
                                <th align="left" colspan="6" rowspan="1" valign="top">Risk factors</th>
                                <th align="left" colspan="6" rowspan="1" valign="top">Protective factors</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">EC</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">DS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">LB</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">LSS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">AC</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">GL</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">FS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">MAG</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">SS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">IE</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">AF</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
CR</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rodr&#x00ed;guez &amp; Ossola (61)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt et al. (65)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1Y: 20%; 9Y: 26%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Saldarriaga et al. (63)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">24%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Riveros et al. (59)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">41%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Loureiro et al. (44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kozlova et al. (38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Salazar C&#x00f3;ndor (62)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">31.24%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ben&#x00ed;tez &amp; Ram&#x00ed;rez (7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Schmidt &amp; Alvites (60)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">De Gracia &amp; Vega (20)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Meneses (49)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">66%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hearn et al. (30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Oliver et al. (55)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Walton (74)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lydster &amp; Murray (45)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bergamaschi et al. (8)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25.9%</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Calegare &amp; Sales (13)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guti&#x00e9;rrez et al. (26)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Kirby et al. (16)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Carroll (42)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2019</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">M</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Li &amp; Jackson (43)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2024</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>*</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>-</bold>
</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>% D</bold>: Percentage of dropout; 
                            <bold>DG</bold>: Dropout by gender. 
                            <bold>Risk Factors</bold>: 
                            <bold>EC</bold> (Economic), 
                            <bold>DS</bold> (Discrimination), 
                            <bold>LB</bold> (Linguistic barriers), 
                            <bold>LSS</bold> (Lack of social support), 
                            <bold>AC</bold> (Academic), 
                            <bold>GL</bold> (Geographical location). 
                            <bold>Protective Factors</bold>: 
                            <bold>FS</bold> (Financial support), 
                            <bold>MAG</bold> (Mentorship or academic guidance), 
                            <bold>SS</bold> (Social support), 
                            <bold>IE</bold> (Inclusive environment), 
                            <bold>AF</bold> (Academic flexibility), 
                            <bold>CR</bold> (Cultural reaffirmation). 
                            <bold>Other Abbreviations</bold>: 
                            <bold>1Y</bold> (First year), 
                            <bold>9Y</bold> (After 9 years), 
                            <bold>NA</bold> (Not applicable), 
                            <bold>M</bold> (Male), 
                            <bold>F</bold> (Female), 
                            <bold>*</bold> (High risk), 
                            <bold>-</bold> (Not a risk).</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>Regarding the risk and protective factors identified in the included studies, economic factors were observed as the main obstacle to university retention, reported in 85.7% (18/21) of the records. Other significant factors include linguistic barriers, present in 47.6% of the studies (10/21), and geographical location, mentioned 33.3% of the time (7/21). On the other hand, another identified risk factor was the lack of social support, reported in only 23.8% of the records (5/21).</p>
                <p>On the other hand, among the protective factors, financial support was the most frequent, identified in 76.2% of the studies (16/21), followed by mentoring or academic guidance, reported in 47.6% (10/21), as well as social support, mentioned in 42.8% (9/21). The least frequent factors were cultural reaffirmation and an inclusive environment, both reported in 28.6% of the studies (6/21).</p>
            </sec>
        </sec>
        <sec id="sec14" sec-type="discussion">
            <title>Discussion</title>
            <p>This systematic review analyzed 21 studies that examined university dropout among Indigenous students. Most records were concentrated in South America (9/21), followed by Oceania (5/21) and Central America (4/21). South America reported the highest number of studies, reflecting an uneven geographical focus in research on Indigenous populations. Although Latin America has received greater attention due to its historical and demographic relevance (
                <xref ref-type="bibr" rid="ref6">Barrag&#x00e1;n Moreno &amp; Gonz&#x00e1;lez T&#x00e1;mara, 2024</xref>; 
                <xref ref-type="bibr" rid="ref28">Gutierrez-Pachas et al., 2023</xref>), compared to other regions such as Africa and Asia, which show a notable absence of research, limiting the global understanding of the phenomenon (
                <xref ref-type="bibr" rid="ref40">Kukulska-Hulme et al., 2023</xref>; 
                <xref ref-type="bibr" rid="ref75">Venkatesan et al., 2024</xref>).</p>
            <p>These trends in the geographical distribution of studies are related to the demographic characteristics of the participants included in them. Of the 226,049 participants analyzed in the studies, only 1.03% were Indigenous students. This figure highlights a significant gap in the representation of these populations in the analyzed studies, indicating a substantial disproportion in the number of studies addressing the issues of Indigenous communities compared to other groups (
                <xref ref-type="bibr" rid="ref3">Alban &amp; Mauricio, 2019</xref>; 
                <xref ref-type="bibr" rid="ref5">Arias et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref52">Munizaga Mellado et al., 2018</xref>; 
                <xref ref-type="bibr" rid="ref60">Quincho Apumayta et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref74">V&#x00e9;liz Palomino &amp; Ortega, 2023</xref>).</p>
            <p>The average age of the participants was 24.19 years. This finding is consistent with another study that reported a similar age range among university students (
                <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>), particularly in regions where higher education is attained later due to socioeconomic contexts and structural barriers (
                <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                <xref ref-type="bibr" rid="ref77">Webb, 2019</xref>). However, this average may not accurately reflect the reality of Indigenous students, who often enter university at older ages due to sociocultural or economic barriers (
                <xref ref-type="bibr" rid="ref20">Dadi et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref30">Halabieh et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref41">Lecy &amp; Osteen, 2022</xref>). This suggests a potential bias in the data and highlights the need for more inclusive studies that consider the diversity of educational trajectories within these populations.</p>
            <p>Regarding gender, 63.06% of the participants reported in the studies were men, indicating a higher male representation in research on university dropout. This finding aligns with previous studies showing greater male participation in higher education, particularly in Indigenous communities where traditional roles assign men greater economic and labor responsibilities from an early age (
                <xref ref-type="bibr" rid="ref48">Martinez, 2014</xref>; 
                <xref ref-type="bibr" rid="ref71">Toyon, 2024</xref>).</p>
            <p>These high rates of male participation in studies on university dropout may be linked to social and economic pressures that push men, particularly in Indigenous communities, to enter the labor market at an early age, affecting their educational continuity (
                <xref ref-type="bibr" rid="ref55">Nguyen et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref78">Wilson, 2021</xref>). Additionally, factors such as low academic performance, lack of motivation, and limited use of institutional support networks make them more prone to dropping out (
                <xref ref-type="bibr" rid="ref2">Aina et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref42">Legault et al., 2006</xref>). On the other hand, the lower representation of women could be attributed to several factors. First, the cultural structure governing women&#x2019;s roles in Indigenous communities (
                <xref ref-type="bibr" rid="ref33">Hill et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref35">Ingram et al., 2021</xref>). Second, structural barriers that limit their access to and retention in higher education. However, the literature suggests that despite facing greater family and domestic responsibilities that hinder their academic continuity (
                <xref ref-type="bibr" rid="ref10">Blackburn, 2023</xref>; 
                <xref ref-type="bibr" rid="ref16">Chanana, 1993</xref>), women often develop resilience strategies that enable them to overcome these difficulties, which could explain their lower proportion in studies on dropout (
                <xref ref-type="bibr" rid="ref18">Cotton et al., 2017</xref>).</p>
            <p>These gender inequalities in access to and retention in education are exacerbated in contexts where public education predominates, identified as the most common in 17 of the 21 analyzed studies. Deficiencies in these systems, such as inadequate infrastructure, limited financial support, and cultural disconnection, appear to contribute to high university dropout rates (
                <xref ref-type="bibr" rid="ref26">Goksen &amp; Cemalcilar, 2010</xref>; 
                <xref ref-type="bibr" rid="ref30">Halabieh et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref72">Valencia Quecano et al., 2024</xref>). Since public institutions typically serve a higher percentage of vulnerable students, including Indigenous populations (
                <xref ref-type="bibr" rid="ref36">Jorgensen, 2020</xref>), these shortcomings create additional barriers that hinder their retention and perpetuate structural inequalities by restricting their educational opportunities (
                <xref ref-type="bibr" rid="ref68">Silva-Mart&#x00ed;nez et al., 2023</xref>). Culturally, the most represented Indigenous communities belong to South America, including the Quechua, Aymara, and Amazonian communities such as the Shuar and Yahua. Colombia, Chile, Peru, Brazil, and Ecuador had the highest number of records involving Indigenous populations. Regarding languages, Quechua and Aymara were the most spoken, while other regional languages, such as Tseltal and Guaran&#x00ed;, were also present. The most common fields of study among participants were Social Sciences, Education, Health, and Engineering. The representation of Indigenous communities in the studies reflects the predominant cultural diversity in South America, where these groups face specific challenges in higher education (
                <xref ref-type="bibr" rid="ref17">Cortina &amp; Earl, 2021</xref>; 
                <xref ref-type="bibr" rid="ref69">Smith, 2024</xref>; 
                <xref ref-type="bibr" rid="ref73">Van Cott, 2005</xref>). Some studies indicated that Indigenous participants were bilingual or had to learn new languages to integrate into educational systems (
                <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>). Evidence suggests that language and cultural identity play a crucial role in educational access and retention and that the absence of Indigenous language programs significantly limits inclusion (
                <xref ref-type="bibr" rid="ref4">&#x00c1;lvarez D&#x00ed;az &amp; Storey Meza, 2021</xref>; 
                <xref ref-type="bibr" rid="ref22">Eduardo &amp; Gabriel, 2021</xref>; 
                <xref ref-type="bibr" rid="ref66">Salmi &amp; D&#x2019;Addio, 2021</xref>). On the other hand, the concentration of Indigenous students in fields such as Social Sciences, Education, and Health may be associated with formative traditions that prioritize disciplines linked to community cohesion and social development (
                <xref ref-type="bibr" rid="ref23">Fonchingong Che, 2024</xref>; 
                <xref ref-type="bibr" rid="ref25">Gittelsohn et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref51">Mosquera-Guerrero et al., 2023</xref>).</p>
            <p>On the other hand, the findings revealed a predominance of Indigenous students from rural areas in 15 studies (
                <xref ref-type="bibr" rid="ref8">Benitez &amp; Ram&#x00ed;rez, 2023</xref>; 
                <xref ref-type="bibr" rid="ref9">Bergamaschi et al., 2016</xref>; 
                <xref ref-type="bibr" rid="ref14">Calegare &amp; Sales, 2023</xref>; 
                <xref ref-type="bibr" rid="ref21">De Gracia Vega &amp; Vega de Mart&#x00ed;nez, 2024</xref>; 
                <xref ref-type="bibr" rid="ref27">Guti&#x00e9;rrez et al., 2015</xref>; 
                <xref ref-type="bibr" rid="ref37">Kirby et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref43">Li &amp; Carroll, 2020</xref>; 
                <xref ref-type="bibr" rid="ref44">Li &amp; Jackson, 2024</xref>; 
                <xref ref-type="bibr" rid="ref46">Lydster &amp; Murray, 2019</xref>; 
                <xref ref-type="bibr" rid="ref50">Meneses Pardo, 2011</xref>; 
                <xref ref-type="bibr" rid="ref56">Oliver et al., 2015</xref>; 
                <xref ref-type="bibr" rid="ref61">Rafael Riveros et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref63">Rodr&#x00ed;guez &amp; Ossola, 2021</xref>; 
                <xref ref-type="bibr" rid="ref65">Saldarriaga Isaza et al., 2019</xref>; 
                <xref ref-type="bibr" rid="ref67">Schmidt Araneda et al., 2023</xref>); In contrast, only five studies included mixed populations (rural and urban) (
                <xref ref-type="bibr" rid="ref31">Hearn et al., 2019</xref>; 
                <xref ref-type="bibr" rid="ref39">Kozlova et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref45">Loureiro et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref64">Salazar C&#x00f3;ndor, 2022</xref>; 
                <xref ref-type="bibr" rid="ref76">Walton et al., 2020</xref>). This trend aligns with the literature, where rural communities are more frequently studied due to their greater exposure to structural barriers such as the lack of educational infrastructure, economic difficulties, and limited technological connectivity (
                <xref ref-type="bibr" rid="ref79">Yu et al., 2024</xref>). In this regard, university dropout in rural contexts is primarily linked to economic and family factors, where the need to contribute to productive work often takes precedence over academic continuity (
                <xref ref-type="bibr" rid="ref15">Callejo-Gonz&#x00e1;lez &amp; Ruiz-Herrero, 2024</xref>; 
                <xref ref-type="bibr" rid="ref29">Guzman Rinc&#x00f3;n et al., 2023</xref>). These factors are further exacerbated by the lack of educational infrastructure, the need for long commutes to institutions, and technological limitations, which restrict equitable access to higher education (
                <xref ref-type="bibr" rid="ref53">Mustafa et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref70">Timmis &amp; Muhuro, 2019</xref>).</p>
            <p>
Of the analyzed records, 20 focused on undergraduate education, while only one addressed dropout at the graduate level. This disparity may be due to the limited research on advanced levels, given that economic and academic barriers are more pronounced in the early stages of university education. At the undergraduate level, Indigenous students face higher dropout risks due to economic, sociocultural, and contextual factors (
                <xref ref-type="bibr" rid="ref24">Garc&#x00ed;a-Vita et al., 2021</xref>; 
                <xref ref-type="bibr" rid="ref49">McKinley Jones Brayboy et al., 2015</xref>). In contrast, the limited representation of Indigenous graduate students reflects the structural and economic barriers they face from earlier educational levels. Factors such as high costs, lack of financial support, and the absence of inclusive policies affect their access. From a methodological perspective, the studies reflected a diverse approach, with seven based on qualitative methods, six on quantitative methods, and eight using mixed methodologies. These methodological choices respond to different analytical needs in understanding university dropout (
                <xref ref-type="bibr" rid="ref59">Pilcher &amp; Cortazzi, 2024</xref>).</p>
            <p>Qualitative methods allowed for the exploration of cultural and social barriers from individual perspectives, while quantitative methods identified patterns and trends through statistical analysis of large populations (
                <xref ref-type="bibr" rid="ref12">Cadena I&#x00f1;iguez et al., 2017</xref>; 
                <xref ref-type="bibr" rid="ref34">Hussein, 2009</xref>; 
                <xref ref-type="bibr" rid="ref59">Pilcher and Cortazzi, 2024</xref>).</p>
            <p>In this context, the studies also identified factors that act as risks for university dropout, with the most frequently reported economic barriers (85.7%), followed by linguistic barriers (47.6%) and geographical limitations (33.3%). These factors reflect structural inequalities and the lack of cultural adaptations in educational systems. Economic barriers stand out as a central impediment, as they limit students&#x2019; ability to cover basic costs related to higher education (
                <xref ref-type="bibr" rid="ref47">Mardon &amp; Ahmed, 2023</xref>; 
                <xref ref-type="bibr" rid="ref58">Perez-Castro, 2024</xref>). On the other hand, among the identified protective factors, financial support was the most frequent (76.2%), followed by mentoring or academic guidance (47.6%) and social support (42.8%). These elements have been shown to be effective in reducing university dropout rates, but their implementation is limited and inconsistent, suggesting a need for more comprehensive policies to ensure the availability and accessibility of these resources (
                <xref ref-type="bibr" rid="ref13">Cairney &amp; Kippin, 2022</xref>; 
                <xref ref-type="bibr" rid="ref66">Salmi &amp; D&#x2019;Addio, 2021</xref>).</p>
            <sec id="sec15">
                <title>Limitations</title>
                <p>This study features crucial restrictions which researchers need to view when undertaking assessment of both results and their application range. Methodological differences between the included research studies create major difficulties for analysis. Research methods together with data collection procedures and the list of analytical methods introduce variability which hinders observation of shared results and understanding of established patterns. The wide cultural and economic diversity across geographic areas makes this observation especially crucial for research on Indigenous university dropout. One of the continuous challenges within the studies under analysis involves the insufficient breakdown of data. Many study records failed to include critical variables that identified gender, age and subject majors of participants. The absence of detailed participant data hinders advanced research examinations which restricts scientists from comprehending how various subgroups from the Indigenous population experience dropout variations. Some studies fail to provide information about the student proportion among Indigenous students which indicates limited attention to proper documentation of this population. The territorial distribution of studies in this review appears irregular since different geographic areas show various populations. Most of the research belongs to Latin America and Oceania whereas regions in Asia and Africa lack representation despite their substantial population of Indigenous communities cultural and demographically speaking. The geographical imbalance diminishes the worldwide usefulness of research results and hinders researchers from running multinational studies that could broaden our understanding about this subject. The dearth of investigations regarding graduate-level educational research displays a scholarly trend toward studying primary stages of higher education. Social and economic obstacles that face Indigenous students seem more prevalent in their education level progression. Active research procurement concerning graduate education leads to substantial knowledge gaps identifying the obstacles Indigenous students encounter from beginning to end in their academic journey. Insufficient data about risk plus protective components restricts researchers from achieving a full understanding of what factors lead to university termination or continued academic participation. The collection of non-standardized data hinders accurate identification of optimal approaches to solve these problems despite documenting generic characteristics. Standards for methodological research design and more detailed data acquisition need establishment because these issues affect the current ability to study university dropout or retention in higher education.</p>
            </sec>
        </sec>
        <sec id="sec16" sec-type="conclusion">
            <title>Conclusion</title>
            <p>Studies demonstrate that multiple factors contribute to university dropout rates among Indigenous populations because such cases represent continuing institutional biases in educational infrastructure. Social along with linguistic and economic barriers function as the main obstacles which prevent Indigenous students from advancing through higher education especially in rural territories where economic struggles combine with minimal infrastructure and limited technology access to worsen these enrollment barriers. Scholarship programs and educational mentoring with financial backing demonstrate their effectiveness in helping retain students during education. A holistic strategy which acknowledges gender differences as well as educational background and location needs to be created because existing implementation measures are inadequate. The elimination of equity gaps requires sufficient financial aid while adding cultural content to class material and providing students with continuous mentorship and tutorial services. The implementation of culturally inclusive admission policies and curricula programs will decrease learning inequalities while supporting higher education persistence and achievement of Indigenous students.</p>
        </sec>
        <sec id="sec17">
            <title>Ethics and consent</title>
            <p>Ethical approval and consent were not required.</p>
        </sec>
    </body>
    <back>
        <sec id="sec20" sec-type="data-availability">
            <title>Data availability</title>
            <p>No data is associated with this article.</p>
            <sec id="sec21">
                <title>Extended data</title>
                <p>Complete PRISMA checklist have been added in the Zenodo repository at 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.15449074">https://doi.org/10.5281/zenodo.15449074</ext-link>
                </p>
                <p>The data is licensed under the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International (CC BY 4.0)</ext-link> License. Full citation of the extended data:</p>
                <p>
                    <xref ref-type="bibr" rid="ref1">Ra&#x00fa;l, Q.-A. (2025)</xref>. PRISMA check list and extended data [Data set]. In F1000Research. Zenodo. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.15449074">https://doi.org/10.5281/zenodo.15449074</ext-link>
                </p>
            </sec>
        </sec>
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    <sub-article article-type="reviewer-report" id="report398084">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.178718.r398084</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Guzm&#x00e1;n Rinc&#x00f3;n</surname>
                        <given-names>Alfredo</given-names>
                    </name>
                    <xref ref-type="aff" rid="r398084a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1994-6261</uri>
                </contrib>
                <aff id="r398084a1">
                    <label>1</label>Corporaci&#x00f3;n Universitaria de Asturias, Bogot&#x00e1;, Bogota, Colombia</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>5</day>
                <month>11</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Guzm&#x00e1;n Rinc&#x00f3;n A</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport398084" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.162508.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>I have had the opportunity to carefully review your manuscript. First, I would like to congratulate you for addressing such an important topic as dropout among Indigenous students in higher education, a group that has been little studied in the literature. After thoroughly reading the manuscript, I believe it requires substantial improvement. Below, I outline each of my comments: 
                <list list-type="order">
                    <list-item>
                        <p>The introduction must be strengthened. While, as an expert in the field, I understand the importance of the topic and acknowledge that no previous studies have approached it with the same level of detail, the section must be restructured to clearly justify the need for this review. This implies reviewing in depth the content and scope of existing literature reviews on dropout in higher education, and highlighting the original contribution of your work. In addition, the background should be expanded to include a definition of dropout, and a discussion on the specific problems it poses for Indigenous students, their families, higher education institutions, and the state itself.</p>
                        <p> I also recommend including a clear research question, preferably structured using the PICO method or a similar framework. Currently, the absence of a clear research question makes it difficult to delineate the scope of the review. I suggest reviewing the following reference for guidance:</p>
                        <p> [Reference 1]</p>
                    </list-item>
                    <list-item>
                        <p>Regarding the methodology, although the PRISMA 2020 statement is mentioned, not all required elements are addressed and several present deficiencies. I elaborate on this below: 
                            <list list-type="bullet">
                                <list-item>
                                    <p>Eligibility criteria: No criteria are provided concerning study design, methods, sample characteristics, etc.</p>
                                </list-item>
                                <list-item>
                                    <p>Information sources: While some databases are mentioned, the rationale for their selection is not explained. I recommend reconsidering the use of Latindex, as this database does not necessarily index peer-reviewed journals.</p>
                                </list-item>
                                <list-item>
                                    <p>Search strategy: The search strategy is flawed, as it does not include all the terms associated with the object of study. This seems to result from the absence of a well-defined research question. Terms such as:</p>
                                    <p> ("higher education" OR university OR college OR "tertiary education" OR Bachelor OR degree OR undergraduate) AND (drop?out OR "dropping out" OR desertion OR attrition OR withdrawal) AND (Indigenous OR &#x201c;Aboriginal Peoples&#x201d; OR &#x201c;Native Peoples&#x201d; OR &#x201c;First Nations&#x201d;)</p>
                                    <p> are not evident. I also recommend including Portuguese terms, as studies in this language might otherwise be excluded. Additionally, studies from the health field using "dropout" to refer to treatment non-completion should be excluded.</p>
                                </list-item>
                                <list-item>
                                    <p>Selection process: This needs to be described in more detail&#x2014;how many reviewers participated, how disagreements were resolved, and most importantly, the reasons for study exclusion.</p>
                                </list-item>
                                <list-item>
                                    <p>Data collection process: Although briefly described, it lacks the necessary depth. A matrix is mentioned, but the way variables were categorized is crucial and must be clarified. I suggest specifying the coding method used to build the categories found in the results section.</p>
                                </list-item>
                                <list-item>
                                    <p>Data items: Currently included under &#x201c;data extraction,&#x201d; but it should be presented as a separate section.</p>
                                </list-item>
                                <list-item>
                                    <p>Study risk of bias assessment: This key component is missing. I recommend the following reference:</p>
                                    <p> [Reference 2]</p>
                                </list-item>
                                <list-item>
                                    <p>Synthesis methods: This section must be expanded to align with the results presented.</p>
                                </list-item>
                            </list> </p>
                    </list-item>
                    <list-item>
                        <p>In the results section, a synthesis of the study selection process is missing&#x2014;i.e., how the final 21 studies were selected. While this is described in the methodology, it should be part of the results section. The characteristics of the selected studies and the risk of bias assessment results are also not detailed. A general synthesis of the studies is needed.</p>
                        <p> One strength of the paper is the way information is presented in tables. However, the content in the tables and the text is often repetitive. I encourage the authors to avoid duplicating insights.</p>
                        <p> The results section would benefit from not only presenting variables and qualitative explanations related to dropout, but also supporting these findings with data drawn directly from the reviewed articles.</p>
                    </list-item>
                    <list-item>
                        <p>The discussion is generally well written, but it lacks a clear statement on the contribution of this review to existing knowledge.</p>
                    </list-item>
                </list>
            </p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>No</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>Not applicable</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Education, dropout in higher education, curriculum, rural studies.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-398084-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>How-to conduct a systematic literature review: A quick guide for computer science research</article-title>.
                        <source>
                            <italic>MethodsX</italic>
                        </source>.<year>2022</year>;<volume>9</volume>:
                        <elocation-id>10.1016/j.mex.2022.101895</elocation-id>
                        <pub-id pub-id-type="doi">10.1016/j.mex.2022.101895</pub-id>
                    </mixed-citation>
                </ref>
                <ref id="rep-ref-398084-2">
                    <label>2</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Appraising systematic reviews: a comprehensive guide to ensuring validity and reliability</article-title>.
                        <source>
                            <italic>Frontiers in Research Metrics and Analytics</italic>
                        </source>.<year>2023</year>;<volume>8</volume>:
                        <elocation-id>10.3389/frma.2023.1268045</elocation-id>
                        <pub-id pub-id-type="doi">10.3389/frma.2023.1268045</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
        <sub-article article-type="response" id="comment15286-398084">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Quincho Apumayta</surname>
                            <given-names>Raul </given-names>
                        </name>
                        <aff>Huancavelica, Universidad Nacional de Huancavelica, Huancavelica, Huancavelica, Peru</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>no</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>16</day>
                    <month>1</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>General comment</bold>
                </p>
                <p> I have had the opportunity to carefully review your manuscript. First, I would like to congratulate you for addressing such an important topic as dropout among Indigenous students in higher education, a group that has been little studied in the literature. After thoroughly reading the manuscript, I believe it requires substantial improvement. Below, I outline each of my comments:</p>
                <p> 
                    <bold>Answer: </bold>We sincerely thank the reviewer for the careful reading of our manuscript and for recognizing the importance of addressing university dropout among Indigenous students, a population that remains underrepresented in the higher education literature. We appreciate the constructive and detailed nature of the comments provided. In response, we have undertaken a substantial revision of the manuscript to improve its conceptual clarity, methodological rigor, transparency, and analytical depth. Specifically, we strengthened the Introduction to better justify the need for the review and clarify its original contribution; revised the Methods section to ensure full alignment with PRISMA 2020 standards; enhanced the Results section by adding a clear synthesis of the study selection process, study characteristics, and risk-of-bias findings; and refined the Discussion to explicitly articulate the contribution of this review to existing knowledge. We believe these revisions have significantly improved the overall quality, coherence, and scientific value of the manuscript.</p>
                <p> 
                    <bold>Comment 1:</bold> The introduction must be strengthened. While, as an expert in the field, I understand the importance of the topic and acknowledge that no previous studies have approached it with the same level of detail, the section must be restructured to clearly justify the need for this review. This implies reviewing in depth the content and scope of existing literature reviews on dropout in higher education and highlighting the original contribution of your work. In addition, the background should be expanded to include a definition of dropout, and a discussion on the specific problems it poses for Indigenous students, their families, higher education institutions, and the state itself. I also recommend including a clear research question, preferably structured using the PICO method or a similar framework. Currently, the absence of a clear research question makes it difficult to delineate the scope of the review. I suggest reviewing the following reference for guidance:</p>
                <p> 
                    <bold>Answer 1:</bold> Thank you for this important comment. The Introduction has been strengthened while preserving its original structure. We added a clearer operational definition of university dropout, explicitly addressing the heterogeneity of terms used in the literature. The background was expanded to more clearly situate this review within existing systematic reviews on higher education dropout, highlighting that prior syntheses largely focus on non-Indigenous populations and do not provide a global, Indigenous-centered analysis. We also expanded the discussion of the specific consequences of dropout for Indigenous students, their families, higher education institutions, and the state. Finally, the research question has been explicitly structured using a PICo framework (Population, Phenomenon of Interest, Context), clarifying the scope and methodological focus of the review.</p>
                <p> 
                    <bold>Comment 2:</bold> Regarding the methodology, although the PRISMA 2020 statement is mentioned, not all required elements are addressed and several present deficiencies. I elaborate on this below:</p>
                <p> Eligibility criteria: No criteria are provided concerning study design, methods, sample characteristics, etc.</p>
                <p> Information sources: While some databases are mentioned, the rationale for their selection is not explained. I recommend reconsidering the use of Latindex, as this database does not necessarily index peer-reviewed journals.</p>
                <p> Search strategy: The search strategy is flawed, as it does not include all the terms associated with the object of study. This seems to result from the absence of a well-defined research question. Terms such as:</p>
                <p> ("higher education" OR university OR college OR "tertiary education" OR Bachelor OR degree OR undergraduate) AND (drop?out OR "dropping out" OR desertion OR attrition OR withdrawal) AND (Indigenous OR &#x201c;Aboriginal Peoples&#x201d; OR &#x201c;Native Peoples&#x201d; OR &#x201c;First Nations&#x201d;)</p>
                <p> are not evident. I also recommend including Portuguese terms, as studies in this language might otherwise be excluded. Additionally, studies from the health field using "dropout" to refer to treatment non-completion should be excluded.</p>
                <p> Selection process: This needs to be described in more detail how many reviewers participated, how disagreements were resolved, and most importantly, the reasons for study exclusion.</p>
                <p> Data collection process: Although briefly described, it lacks the necessary depth. A matrix is mentioned, but the way variables were categorized is crucial and must be clarified. I suggest specifying the coding method used to build the categories found in the results section.</p>
                <p> Data items: Currently included under &#x201c;data extraction,&#x201d; but it should be presented as a separate section.</p>
                <p> Study risk of bias assessment: This key component is missing. I recommend the following reference:</p>
                <p> Synthesis methods: This section must be expanded to align with the results presented.</p>
                <p> 
                    <bold>Answer 2:</bold> Thank you for this detailed and constructive methodological feedback. The Methods section has been substantially revised to fully align with PRISMA 2020 requirements and to address each of the points raised.</p>
                <p> First, we clarified and expanded the eligibility criteria, explicitly specifying eligible study designs (qualitative, quantitative, and mixed-methods), methodological approaches, participant characteristics (Indigenous university students at undergraduate or postgraduate level), outcomes (dropout/attrition/non-completion), languages, and exclusion criteria.</p>
                <p> Second, the information sources section was revised to justify the selection of each database based on disciplinary coverage and relevance to education, social sciences, and Indigenous studies. Following the recommendation, Latindex was reconsidered and its results were screened with stricter criteria due to the presence of non&#x2013;peer-reviewed content.</p>
                <p> Third, the search strategy was corrected and expanded to reflect a clearly defined research question. The revised strategy now includes comprehensive synonyms for higher education, dropout, and Indigenous populations, incorporates Portuguese terms to avoid language bias, and explicitly excludes health-related studies where &#x201c;dropout&#x201d; refers to treatment non-completion.</p>
                <p> Fourth, the selection process was described in greater detail, specifying the number of independent reviewers involved, the process for resolving disagreements, and the explicit reasons for exclusion at the full-text stage.</p>
                <p> Fifth, the data collection process was expanded to explain the structure of the extraction matrix and the inductive&#x2013;deductive coding procedure used to categorize variables and derive the risk and protective factors reported in the Results.</p>
                <p> Sixth, data items were separated into their own subsection to clearly list all extracted variables, improving transparency and replicability.</p>
                <p> Seventh, a dedicated study risk-of-bias assessment subsection was added, applying an established tool for non-randomized and observational studies, as recommended.</p>
                <p> Finally, the synthesis methods section was expanded to clearly explain how quantitative data were descriptively synthesized and how qualitative findings were thematically integrated, ensuring consistency with the results presented. Overall, these revisions substantially strengthen the methodological rigor, transparency, and PRISMA 2020 compliance of the study.</p>
                <p> 
                    <bold>Comment 3:</bold> In the results section, a synthesis of the study selection process is missing i.e., how the final 21 studies were selected. While this is described in the methodology, it should be part of the results section. The characteristics of the selected studies and the risk of bias assessment results are also not detailed. A general synthesis of the studies is needed. One strength of the paper is the way information is presented in tables. However, the content in the tables and the text is often repetitive. I encourage the authors to avoid duplicating insights. The results section would benefit from not only presenting variables and qualitative explanations related to dropout but also supporting these findings with data drawn directly from the reviewed articles. The discussion is generally well written, but it lacks a clear statement on the contribution of this review to existing knowledge.</p>
                <p> 
                    <bold>Answer 3:</bold> Thank you for this insightful comment. We have revised both the Results and Discussion sections to address these concerns and improve clarity, synthesis, and contribution.</p>
                <p> First, a dedicated synthesis of the study selection process has been added at the beginning of the Results section. This paragraph summarizes how the initial records were reduced to the final 21 included studies, explicitly referring to the PRISMA flow diagram, thereby ensuring that the selection process is clearly reported not only in the Methods but also in the Results, as recommended. Second, we expanded the general synthesis of the included studies by explicitly summarizing their main characteristics (geographic distribution, study designs, institutional types, populations, and data sources) in the Results narrative, rather than relying solely on tables. In addition, the risk-of-bias assessment results are now explicitly summarized in the text, highlighting overall methodological quality and common limitations observed across studies.</p>
                <p> Third, to reduce redundancy, we revised the Results section to avoid repetition between tables and text. Tables are now used primarily to present detailed descriptive information, while the text focuses on synthesizing patterns, trends, and contrasts across studies, rather than restating tabulated data. Fourth, we strengthened the Results by explicitly supporting qualitative interpretations with quantitative evidence drawn from the reviewed articles. Where possible, proportions, ranges, and frequencies (e.g., prevalence of dropout, frequency of reported risk and protective factors) are now reported directly in the text to substantiate the synthesis.</p>
                <p> Finally, in response to the last point, we added a clear statement of the contribution of this review to the Discussion section. This paragraph explicitly explains how the review advances existing knowledge by providing the first global, Indigenous-centered synthesis of university dropout, integrating risk and protective factors across cultural, geographic, and institutional contexts, and identifying key evidence gaps to inform future research and policy. These revisions strengthen the Results and Discussion by improving transparency, analytical synthesis, and the articulation of the study&#x2019;s original contribution.</p>
            </body>
        </sub-article>
    </sub-article>
</article>
