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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2026.1745043</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Perception and impact of university tutoring on academic performance: a case study at a Peruvian university</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chirinos</surname>
<given-names>Jol M.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3277888"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Acra</surname>
<given-names>Claudia</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3395287"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Villalba</surname>
<given-names>Klinge</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2911861"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
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</contrib-group>
<aff id="aff1"><label>1</label><institution>Universidad de M&#x00E1;laga</institution>, <city>M&#x00E1;laga</city>, <country country="es">Spain</country></aff>
<aff id="aff2"><label>2</label><institution>Universidad Nacional Pedro Henriquez Urena</institution>, <city>Santo Domingo</city>, <country country="do">Dominican Republic</country></aff>
<aff id="aff3"><label>3</label><institution>Facultad de Ciencias de la Educaci&#x00F3;n, Universidad Nacional de San Agust&#x00ED;n de Arequipa</institution>, <city>Arequipa</city>, <country country="do">Peru</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Jol M. Chirinos, <email xlink:href="mailto:jmchirinos@uma.es">jmchirinos@uma.es</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-26">
<day>26</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1745043</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>07</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Chirinos, Acra and Villalba.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Chirinos, Acra and Villalba</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-26">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>University tutoring is a key strategy for inclusive higher education, aimed at supporting students&#x2019; academic performance and overall development. Its effectiveness, however, depends on tutor competencies, program structure, and students&#x2019; contextual conditions. This study examines students&#x2019; perceptions of tutoring and its relationship with satisfaction and academic performance at a public Peruvian university. A cross-sectional quantitative design was employed using survey data from 5,930 undergraduate students across 18 faculties during 2022. Descriptive analyses, multiple regression, and structural equation modeling (SEM) were conducted. Results show that students who participated in tutoring reported significantly higher satisfaction (<italic>t</italic> = 17.96, <italic>p</italic> &#x003C; 0.001) and better academic performance. While the full regression model explained 40.3% of the variance, perceived tutoring impact alone accounted for approximately 8&#x2013;9% in isolated models. Significant differences were observed across faculties, with students from biomedical fields reporting more favorable perceptions than those from social sciences and engineering. SEM analyses revealed that positive tutor perception is significantly associated with satisfaction, which in turn was associated with higher perceived academic impact. These relationships were moderated by students&#x2019; socioeconomic status and employment condition. Overall, findings indicate that while university tutoring is positively associated with student outcomes, its pedagogical effectiveness remains limited by implementation factors. The results highlight the need for context-sensitive, professionally trained, and structurally differentiated tutoring programs that account for students&#x2019; socioeconomic and labor conditions. This study provides large-scale empirical evidence from a Latin American context and offers practical insights for improving tutoring systems in higher education.</p>
</abstract>
<kwd-group>
<kwd>academic performance</kwd>
<kwd>impact</kwd>
<kwd>perception</kwd>
<kwd>Peruvian university</kwd>
<kwd>university tutoring</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
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<fig-count count="0"/>
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<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="10"/>
<word-count count="8032"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Educational Psychology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>University tutoring is an academic support process aimed at guiding and assisting students during one or more stages of their university education. It is carried out by a tutor whose purpose is to facilitate adaptation to the university environment, optimize academic performance, and promote the overall development of students at academic risk (<xref ref-type="bibr" rid="ref29">Gonz&#x00E1;lez et al., 2024</xref>; <xref ref-type="bibr" rid="ref30">Guffante et al., 2022</xref>). This support is based on the interaction between the tutor and the student, establishing a relationship rooted in trust, effective communication, and mutual commitment to achieving formative and personal goals (<xref ref-type="bibr" rid="ref21">Elgegren, 2022</xref>; <xref ref-type="bibr" rid="ref45">P&#x00E9;rez et al., 2024</xref>; <xref ref-type="bibr" rid="ref46">Res&#x00E9;ndiz and Zepeda, 2021</xref>).</p>
<p>Success in higher education has evolved; it is no longer limited to the acquisition of knowledge but extends to the development of transversal competencies and student well-being. In this context, university tutoring has become an essential pedagogical strategy to guide students in their academic and personal journey, especially those in adverse conditions or at academic risk (<xref ref-type="bibr" rid="ref9003">Esteban and Caro, 2023</xref>; <xref ref-type="bibr" rid="ref25">Garay et al., 2024</xref>; <xref ref-type="bibr" rid="ref55">Vita et al., 2021</xref>).</p>
<p>In the Latin American context and the Peruvian university system, the implementation of tutoring programs faces several challenges, ranging from students&#x2019; socioeconomic conditions to the management and resources available within universities. Often, these programs lack systematic evaluation of their impact and an analysis of the perceptions of key stakeholders: students, tutors, and administrators. This disconnect between design and practice limits the effectiveness of existing initiatives (<xref ref-type="bibr" rid="ref26">Garc&#x00ED;a and Vilca, 2021</xref>; <xref ref-type="bibr" rid="ref40">Navarro, 2025</xref>; <xref ref-type="bibr" rid="ref56">Wakelin, 2021</xref>; <xref ref-type="bibr" rid="ref55">Vita et al., 2021</xref>).</p>
<p>To address this gap and propose concrete guidelines for designing a contextualized and adaptable tutoring plan for the Peruvian reality, the present study analyzes the perception and impact of university tutoring. This work is based on the premise that a successful design must stem from a clear understanding of the needs and expectations of the university community (<xref ref-type="bibr" rid="ref1">Alarc&#x00F3;n et al., 2024</xref>; <xref ref-type="bibr" rid="ref18">Chaverra et al., 2023</xref>; <xref ref-type="bibr" rid="ref35">Mart&#x00ED;nez et al., 2022</xref>). The relevance of this study is related to higher academic performance for at-risk students in Peru and serve as a tool against university dropout by strengthening student support systems. Its objectives are to explore the correlations and perceptions of students regarding the tutoring service (<xref ref-type="bibr" rid="ref22">Escalante et al., 2023</xref>).</p>
<p>University tutoring has become a key strategy in the holistic educational process of students, especially in the context of the massification of access to higher education and the diversity of student trajectories. This role has gained central importance, extending beyond mere academic support (<xref ref-type="bibr" rid="ref9003">Esteban and Caro, 2023</xref>; <xref ref-type="bibr" rid="ref20">Cruzata et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Pantoja et al., 2022</xref>). The tutor&#x2019;s role has evolved from its traditional conception into a formative agent committed to the student&#x2019;s development, acting as a critical companion, a facilitator of reflective processes, and a guide through the student&#x2019;s academic journey (<xref ref-type="bibr" rid="ref20">Cruzata et al., 2020</xref>).</p>
<p>Tutoring actions should be linked to the development of personal, academic, and professional competencies (<xref ref-type="bibr" rid="ref30">Guffante et al., 2022</xref>; <xref ref-type="bibr" rid="ref38">Moreno et al., 2023</xref>; <xref ref-type="bibr" rid="ref57">Walker, 2020</xref>). It contributes to the student&#x2019;s sense of belonging and encourages a critical attitude toward their education. It is emphasized that a non-directive educational relationship is necessary, where active listening and empathetic understanding are foundational to the tutoring relationship (<xref ref-type="bibr" rid="ref1">Alarc&#x00F3;n et al., 2024</xref>; <xref ref-type="bibr" rid="ref53">Valdez et al., 2024</xref>; <xref ref-type="bibr" rid="ref59">Yucra, 2022</xref>).</p>
<p>In the Latin American context, tutoring is recognized as an effective mechanism to reduce dropout rates, improve retention, and facilitate university adaptation (<xref ref-type="bibr" rid="ref10">Benites, 2020</xref>; <xref ref-type="bibr" rid="ref22">Escalante et al., 2023</xref>; <xref ref-type="bibr" rid="ref24">Esquivel and Basilio, 2024</xref>). Tutoring enhances students&#x2019; responsibility and autonomy, which in turn boosts academic achievement and leads to significant improvements in soft skills such as leadership, communication, and decision-making. It plays an essential role in academic, institutional, and personal integration, with three complementary modalities: individual, group, and peer tutoring (<xref ref-type="bibr" rid="ref2">Alcarraz and Sanchez, 2021</xref>; <xref ref-type="bibr" rid="ref10">Benites, 2020</xref>; <xref ref-type="bibr" rid="ref11">Bernardo et al., 2021</xref>).</p>
<p>The value of student perception depends on how students perceive and experience the quality of support, extending beyond the content provided. Emotional components should be explicitly included in tutoring programs, recognizing the importance of emotional sensitivity in addressing the psychosocial distress associated with the university transition (<xref ref-type="bibr" rid="ref7">Angulo, 2021</xref>; <xref ref-type="bibr" rid="ref8">Ar&#x00E1;mburo, 2023</xref>; <xref ref-type="bibr" rid="ref53">Valdez et al., 2024</xref>). Successful programs share attention to individual needs, continuous teacher training, and an optimal relationship between the number of tutors and students (<xref ref-type="bibr" rid="ref4">Alegre et al., 2024</xref>; <xref ref-type="bibr" rid="ref44">Pari et al., 2024</xref>). Tutoring plans should consider the structural conditions of universities and the socio-emotional characteristics of students, integrating approaches to well-being and diversity (<xref ref-type="bibr" rid="ref21">Elgegren, 2022</xref>; <xref ref-type="bibr" rid="ref55">Vita et al., 2021</xref>).</p>
<p>The 21st-century university faces a dilemma between humanistic education and utilitarian orientation, with tutoring emerging as an alternative to personalize learning and facilitate adaptation to institutional and labor environments (<xref ref-type="bibr" rid="ref23">Espinales et al., 2022</xref>; <xref ref-type="bibr" rid="ref28">Gonz&#x00E1;les and Mart&#x00ED;nez, 2020</xref>; <xref ref-type="bibr" rid="ref36">Mart&#x00ED;nez et al., 2020</xref>; <xref ref-type="bibr" rid="ref58">Yana et al., 2024</xref>). Tutoring plays a role in minimizing constant failure rates and dropout, strengthening students&#x2019; capacities through individual or group guidance (<xref ref-type="bibr" rid="ref22">Escalante et al., 2023</xref>). It must address students in an integrated manner, with clear objectives and continuous evaluation, as its effectiveness depends on the commitment and specialized training of the faculty (<xref ref-type="bibr" rid="ref9002">Medianero, 2017</xref>; <xref ref-type="bibr" rid="ref42">Pantoja et al., 2022</xref>; <xref ref-type="bibr" rid="ref46">Res&#x00E9;ndiz and Zepeda, 2021</xref>).</p>
<p>Moreover, it is an effective mechanism for developing generic competencies such as critical thinking and self-regulation (<xref ref-type="bibr" rid="ref8">Ar&#x00E1;mburo, 2023</xref>; <xref ref-type="bibr" rid="ref39">Navarrete and Tom&#x00E9;, 2022</xref>; <xref ref-type="bibr" rid="ref58">Yana et al., 2024</xref>). Student perception of tutoring is linked to the strengthening of interpersonal skills and the consolidation of transversal competencies. From an institutional perspective, it is necessary to document the importance of defining the scope of action, providing continuous training to tutors, and having monitoring systems to feed back the program based on evidence (<xref ref-type="bibr" rid="ref7">Angulo, 2021</xref>; <xref ref-type="bibr" rid="ref9001">Arakaki et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">Guffante et al., 2022</xref>).</p>
<p>This study aims to provide large-scale empirical evidence on the perception and impact of university tutoring in a Latin American context, an understudied setting. Specifically, it seeks to: (1) quantify the relationship between tutoring, student satisfaction, and academic performance using quantitative analytical methods; (2) examine the moderating role of socioeconomic status and employment conditions through regression and structural equation modeling; and (3) identify critical gaps&#x2014;particularly between students&#x2019; valuation of tutoring as a principle and their perception of its pedagogical execution&#x2014;in order to inform the design of more effective and context-sensitive tutoring programs.</p>
<p>Rather than asking whether tutoring works, this study advances the literature by examining how tutoring is perceived, under which conditions it is more strongly associated with academic outcomes, and why students may simultaneously value tutoring while critically evaluating its implementation. This distinction is largely absent from prior research in Latin American higher education contexts.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<p>This study follows an observational, cross-sectional design. Tutoring participation was not randomly assigned; instead, it was institutionally mandated as part of the university&#x2019;s academic support system. In accordance with policies established by the Academic Vice-Rectorate, tutoring is a compulsory component of undergraduate education. Faculty members are formally assigned tutoring responsibilities&#x2014;including specific student groups, academic sections, or semesters&#x2014;as part of their teaching workload, and these tutoring hours are financially remunerated.</p>
<p>Tutors are allocated to student groups by the Faculty or School of Psychology, which oversees the tutoring system and assigns students based on institutional criteria rather than student choice. Students identified as being at academic risk due to low academic performance or repeated course failure are systematically included in the tutoring program. Although assignment to tutoring is institutional rather than voluntary, levels of student engagement and interaction with tutors may vary, which precludes causal inference. Consequently, all comparisons between students who did and did not actively receive tutoring should be interpreted with caution and understood as associative rather than causal.</p>
<p>The main variables were defined as follows. Tutor perception and satisfaction with tutoring were treated as independent and mediating variables within the SEM framework. Perceived academic impact and grade point average were modeled as outcome variables. Socioeconomic status and employment condition were specified as moderators, while gender, age, scholarship status, and academic field were included as control variables.</p>
<p>The study adopted a quantitative approach with a descriptive level. To deepen the understanding of the relationships between the studied variables and provide a more comprehensive view of the impact of university tutoring on academic performance, the analysis was complemented with a Structural Equation Modeling (SEM) approach (<xref ref-type="bibr" rid="ref31">Hair et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Kline, 2023</xref>).</p>
<p>The analysis was conducted using the Maximum Likelihood (ML) method, suitable for large samples and multivariate normal distributions (<xref ref-type="bibr" rid="ref12">Byrne and Cahyono, 2022</xref>). Before estimating the structural model, assumptions of multicollinearity, normality, absence of extreme outliers, and sample adequacy were checked using the KMO index (&#x003E; 0.80) and Bartlett&#x2019;s Test of Sphericity (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), confirming the suitability of the data for prior confirmatory factor analysis (<xref ref-type="bibr" rid="ref50">Schumacker and Whittaker, 2022</xref>).</p>
<p>The model was estimated based on two main components. First, the measurement model was used to examine the convergent and discriminant validity of the dimensions associated with university tutoring. Standardized factor loadings above 0.60 and composite reliability coefficients (CR&#x202F;&#x003E;&#x202F;0.70) demonstrated adequate internal consistency. Additionally, the Average Variance Extracted (AVE) exceeded the recommended threshold of 0.50, confirming satisfactory convergent validity.</p>
<p>Second, the structural model allowed the evaluation of the hypothesized relationships between latent and observed variables, estimating standardized regression coefficients (<italic>&#x03B2;</italic>), statistical significance (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), and the proportion of explained variance (R<sup>2</sup>) for each dependent variable.</p>
<p>The global model fit evaluation was conducted through various indices, according to international consensus criteria. A relative chi-square (&#x03C7;<sup>2</sup>/df) value lower than 3.00 was considered indicative of an acceptable fit. Furthermore, the Comparative Fit Index (CFI) and Tucker&#x2013;Lewis Index (TLI) with values equal to or higher than the recommended thresholds reflected an adequate model fit. Finally, values of the Root Mean Square Error of Approximation (RMSEA) and Standardized Root Mean Square Residual (SRMR) equal to or lower than 0.08 indicated a satisfactory match between the theoretical model and empirical data (<xref ref-type="bibr" rid="ref12">Byrne and Cahyono, 2022</xref>; <xref ref-type="bibr" rid="ref31">Hair et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Kline, 2023</xref>).</p>
<p>Although Bartlett&#x2019;s Test of Sphericity yielded a relatively modest chi-square value (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;295.47, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), this result should be interpreted in light of the reduced number of observed variables included in the factor analysis. In this context, the significance of the test confirms the presence of sufficient inter-item correlations to justify factor extraction, in combination with a high KMO index (0.88).</p>
<sec id="sec3">
<label>2.1</label>
<title>Participants</title>
<p>The target population consisted of undergraduate students from a public Peruvian university, belonging to 47 professional schools across 18 faculties, grouped into three major academic areas: Biomedical, Social Sciences, and Engineering.</p>
<p>The sample included 5,930 students selected through stratified probability sampling by faculty and professional school, ensuring institutional representativeness. Participants&#x2019; ages ranged from 18 to 25&#x202F;years, with a mean age of 21.2&#x202F;years (SD&#x202F;=&#x202F;2.8). Inclusion criteria required that participants be of legal age, enrolled in the current academic cycle, and have voluntarily accepted informed consent before participating in the study.</p>
<p>The instrument was applied in a self-administered and anonymous manner through the university&#x2019;s digital platforms, ensuring data confidentiality and compliance with ethical principles related to informed consent.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Instrument</title>
<p>The Student Satisfaction Survey toward Tutoring was used in this study. This instrument was developed and validated by the university&#x2019;s Psychopedagogical Support Office as part of its institutional evaluation system, with the purpose of assessing students&#x2019; perceptions regarding the quality and effectiveness of tutoring support services.</p>
<p>The validation process focused on examining the internal structure and reliability of the instrument. Construct validity was assessed through Exploratory Factor Analysis (EFA). Prior to factor extraction, data suitability was confirmed using the Kaiser&#x2013;Meyer&#x2013;Olkin (KMO) measure of sampling adequacy, which reached a value of 0.88, and Bartlett&#x2019;s Test of Sphericity, which was statistically significant (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;295.47, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), indicating sufficient inter-item correlations for factor analysis.</p>
<p>The EFA identified three coherent latent factors corresponding to the core dimensions of the tutoring experience: socioeconomic, academic, and tutoring-related components. Together, these factors explained approximately 80% of the total variance, supporting a solid and theoretically consistent factorial structure. All retained items exhibited factor loadings above 0.70, indicating strong associations between observed variables and their respective latent constructs.</p>
<p>Although the chi-square value obtained in Bartlett&#x2019;s Test was relatively modest, this result is attributable to the limited number of observed variables included in the analysis. In conjunction with the high KMO value, these findings confirm the adequacy of the data for factor analysis and support the psychometric soundness of the instrument for research purposes in the present context.</p>
</sec>
</sec>
<sec sec-type="results" id="sec5">
<label>3</label>
<title>Results</title>
<sec id="sec6">
<label>3.1</label>
<title>Sample characteristics and preliminary analyses</title>
<p>The study included 5,930 undergraduate students from 18 faculties at a Peruvian university, with a mean age of 21.2&#x202F;years (SD&#x202F;=&#x202F;2.8). Participants were distributed across three major academic areas: Biomedical Sciences, Social Sciences, and Engineering. All participants were of legal age, were currently enrolled, and provided informed consent prior to participation.</p>
</sec>
<sec id="sec7">
<label>3.2</label>
<title>Differences in tutoring satisfaction and impact by participation status and faculty</title>
<p>An independent-samples Student&#x2019;s <italic>t</italic>-test revealed that students who received tutoring reported significantly higher satisfaction levels than those who did not participate (<italic>t</italic>&#x202F;=&#x202F;17.96, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), with a mean difference of 0.46 points (95% CI [0.41, 0.51]). This result was confirmed by a non-parametric Mann&#x2013;Whitney U test (U&#x202F;=&#x202F;1,796,025.0, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The magnitude of this difference corresponds to a moderate effect size (Cohen&#x2019;s d&#x202F;&#x2248;&#x202F;0.46), indicating that the observed difference is not only statistically significant but also practically meaningful.</p>
<p>Significant differences in perceived tutoring impact were observed across faculties (<xref ref-type="table" rid="tab1">Table 1</xref>). A one-way ANOVA confirmed that these differences were statistically significant [<italic>F</italic>(17, 5,912)&#x202F;=&#x202F;22.84, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;<sup>2</sup>&#x202F;=&#x202F;0.062], indicating that faculty affiliation accounted for approximately 6.2% of the variance in perceived tutoring impact. <italic>Post hoc</italic> Tukey tests showed that students from Biomedical faculties reported significantly higher perceived impact than those from Social Sciences (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and Engineering faculties (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while students from Social Sciences reported higher perceived impact than those from Engineering (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Perceived impact of tutoring by faculty.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Faculty</th>
<th align="center" valign="top">
<italic>n</italic>
</th>
<th align="center" valign="top">M</th>
<th align="center" valign="top">SD</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Medicine</td>
<td align="center" valign="top">365</td>
<td align="center" valign="top">2.87</td>
<td align="center" valign="top">0.67</td>
</tr>
<tr>
<td align="left" valign="top">Nursing</td>
<td align="center" valign="top">360</td>
<td align="center" valign="top">2.83</td>
<td align="center" valign="top">0.68</td>
</tr>
<tr>
<td align="left" valign="top">Biological Sciences</td>
<td align="center" valign="top">314</td>
<td align="center" valign="top">2.81</td>
<td align="center" valign="top">0.70</td>
</tr>
<tr>
<td align="left" valign="top">Psychology, Industrial Relations, and Communication Sciences</td>
<td align="center" valign="top">350</td>
<td align="center" valign="top">2.73</td>
<td align="center" valign="top">0.70</td>
</tr>
<tr>
<td align="left" valign="top">Educational Sciences</td>
<td align="center" valign="top">350</td>
<td align="center" valign="top">2.77</td>
<td align="center" valign="top">0.71</td>
</tr>
<tr>
<td align="left" valign="top">Agronomy</td>
<td align="center" valign="top">387</td>
<td align="center" valign="top">2.72</td>
<td align="center" valign="top">0.69</td>
</tr>
<tr>
<td align="left" valign="top">Management</td>
<td align="center" valign="top">425</td>
<td align="center" valign="top">2.68</td>
<td align="center" valign="top">0.73</td>
</tr>
<tr>
<td align="left" valign="top">Historical-Social Sciences</td>
<td align="center" valign="top">292</td>
<td align="center" valign="top">2.66</td>
<td align="center" valign="top">0.75</td>
</tr>
<tr>
<td align="left" valign="top">Natural and Formal Sciences</td>
<td align="center" valign="top">271</td>
<td align="center" valign="top">2.63</td>
<td align="center" valign="top">0.72</td>
</tr>
<tr>
<td align="left" valign="top">Accounting and Financial Sciences</td>
<td align="center" valign="top">316</td>
<td align="center" valign="top">2.61</td>
<td align="center" valign="top">0.74</td>
</tr>
<tr>
<td align="left" valign="top">Philosophy and Humanities</td>
<td align="center" valign="top">190</td>
<td align="center" valign="top">2.60</td>
<td align="center" valign="top">0.74</td>
</tr>
<tr>
<td align="left" valign="top">Law</td>
<td align="center" valign="top">429</td>
<td align="center" valign="top">2.59</td>
<td align="center" valign="top">0.78</td>
</tr>
<tr>
<td align="left" valign="top">Production and Services</td>
<td align="center" valign="top">332</td>
<td align="center" valign="top">2.58</td>
<td align="center" valign="top">0.75</td>
</tr>
<tr>
<td align="left" valign="top">Economics</td>
<td align="center" valign="top">268</td>
<td align="center" valign="top">2.55</td>
<td align="center" valign="top">0.79</td>
</tr>
<tr>
<td align="left" valign="top">Architecture</td>
<td align="center" valign="top">255</td>
<td align="center" valign="top">2.49</td>
<td align="center" valign="top">0.76</td>
</tr>
<tr>
<td align="left" valign="top">Process Engineering</td>
<td align="center" valign="top">319</td>
<td align="center" valign="top">2.47</td>
<td align="center" valign="top">0.76</td>
</tr>
<tr>
<td align="left" valign="top">Geology, Geophysics, and Mining</td>
<td align="center" valign="top">265</td>
<td align="center" valign="top">2.44</td>
<td align="center" valign="top">0.77</td>
</tr>
<tr>
<td align="left" valign="top">Civil Engineering</td>
<td align="center" valign="top">442</td>
<td align="center" valign="top">2.41</td>
<td align="center" valign="top">0.80</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ANOVA: <italic>F</italic>(17, 5,912)&#x202F;=&#x202F;22.84, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;<sup>2</sup>&#x202F;=&#x202F;0.062. Post-hoc comparisons: Biomedical &#x003E; Social Sciences (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), Biomedical &#x003E; Engineering (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), Social Sciences &#x003E; Engineering (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec8">
<label>3.3</label>
<title>Regression analysis: impact of tutoring and socioeconomic factors</title>
<p>A multiple regression analysis was conducted to examine predictors of academic performance (<xref ref-type="table" rid="tab2">Table 2</xref>). The overall model was statistically significant [<italic>F</italic>(9, 5,930)&#x202F;=&#x202F;445.8, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001] and explained 40.3% of the variance in academic performance (<italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.4034). Perceived tutoring impact emerged as the strongest predictor (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.616, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Multiple regression analysis: predictors of academic performance.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Predictor</th>
<th align="center" valign="top">Coef.</th>
<th align="center" valign="top">Std. error</th>
<th align="center" valign="top">
<italic>t</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Std. Beta</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Tutoring impact</td>
<td align="center" valign="top">2.0401</td>
<td align="center" valign="top">0.0330</td>
<td align="center" valign="top">61.76</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.6163</td>
</tr>
<tr>
<td align="left" valign="top">Gender (Female)</td>
<td align="center" valign="top">0.2117</td>
<td align="center" valign="top">0.0477</td>
<td align="center" valign="top">4.44</td>
<td align="center" valign="top">&#x003C; 0.01</td>
<td align="center" valign="top">0.0447</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">0.0034</td>
<td align="center" valign="top">0.0087</td>
<td align="center" valign="top">0.39</td>
<td align="center" valign="top">0.700</td>
<td align="center" valign="top">0.0040</td>
</tr>
<tr>
<td align="left" valign="top">Employed (Yes&#x202F;=&#x202F;1)</td>
<td align="center" valign="top">&#x2212;0.7597</td>
<td align="center" valign="top">0.0547</td>
<td align="center" valign="top">&#x2212;13.90</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">&#x2212;0.1379</td>
</tr>
<tr>
<td align="left" valign="top">Scholarship (Yes&#x202F;=&#x202F;1)</td>
<td align="center" valign="top">0.4649</td>
<td align="center" valign="top">0.0864</td>
<td align="center" valign="top">5.38</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.0543</td>
</tr>
<tr>
<td align="left" valign="top">Income (Medium vs. Low)</td>
<td align="center" valign="top">0.1510</td>
<td align="center" valign="top">0.0473</td>
<td align="center" valign="top">3.19</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">0.0317</td>
</tr>
<tr>
<td align="left" valign="top">Income (High vs. Low)</td>
<td align="center" valign="top">0.3725</td>
<td align="center" valign="top">0.0611</td>
<td align="center" valign="top">6.09</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.0671</td>
</tr>
<tr>
<td align="left" valign="top">Field (Biomedical vs. Engineering)</td>
<td align="center" valign="top">0.2482</td>
<td align="center" valign="top">0.0658</td>
<td align="center" valign="top">3.77</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.0498</td>
</tr>
<tr>
<td align="left" valign="top">Field (Social Sciences vs. Engineering)</td>
<td align="center" valign="top">&#x2212;0.0792</td>
<td align="center" valign="top">0.0498</td>
<td align="center" valign="top">&#x2212;1.59</td>
<td align="center" valign="top">0.112</td>
<td align="center" valign="top">&#x2212;0.0158</td>
</tr>
<tr>
<td align="left" valign="top">Intercept</td>
<td align="center" valign="top">9.0065</td>
<td align="center" valign="top">0.2114</td>
<td align="center" valign="top">42.60</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.4034; Adjusted <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.4027; <italic>F</italic>(9, 5,920)&#x202F;=&#x202F;445.8, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
<p>Women reported slightly higher academic averages than men (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.045, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), whereas students who worked had lower academic scores (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.138, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Scholarship receipt (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.054, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and higher income levels (medium: <italic>&#x03B2;</italic>&#x202F;=&#x202F;0.032, <italic>p</italic>&#x202F;=&#x202F;0.001; high: <italic>&#x03B2;</italic>&#x202F;=&#x202F;0.067, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) were positively associated with academic performance. Students from biomedical faculties outperformed those from engineering faculties (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.050, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while no significant difference was observed between social sciences and engineering students (<italic>p</italic>&#x202F;=&#x202F;0.112).</p>
</sec>
<sec id="sec9">
<label>3.4</label>
<title>Structural equation models</title>
<sec id="sec10">
<label>3.4.1</label>
<title>Measurement model: tutor perception and satisfaction</title>
<p>The measurement model for tutor perception and satisfaction demonstrated adequate fit indices and satisfactory convergent validity (<xref ref-type="table" rid="tab3">Table 3</xref>). All standardized factor loadings were statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and exceeded the recommended threshold of 0.60, ranging from 0.67 to 0.88. Composite reliability coefficients were 0.91 for Tutor Perception and 0.89 for Satisfaction, while the Average Variance Extracted values were 0.63 and 0.59, respectively, confirming adequate internal consistency.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Measurement model: standardized factor loadings for tutor perception and satisfaction.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Indicator</th>
<th align="left" valign="top">Latent variable</th>
<th align="center" valign="top">Standardized loading (<italic>&#x03BB;</italic>)</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">
<italic>z</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Tutor&#x2019;s skills</td>
<td align="left" valign="top">Perception</td>
<td align="center" valign="top">0.81</td>
<td align="center" valign="top">0.03</td>
<td align="center" valign="top">27.00</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Importance of the role</td>
<td align="left" valign="top">Perception</td>
<td align="center" valign="top">0.74</td>
<td align="center" valign="top">0.04</td>
<td align="center" valign="top">20.15</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Empathic attitude</td>
<td align="left" valign="top">Perception</td>
<td align="center" valign="top">0.88</td>
<td align="center" valign="top">0.03</td>
<td align="center" valign="top">29.33</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Perceived effectiveness</td>
<td align="left" valign="top">Satisfaction</td>
<td align="center" valign="top">0.67</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">13.40</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Support received</td>
<td align="left" valign="top">Satisfaction</td>
<td align="center" valign="top">0.82</td>
<td align="center" valign="top">0.04</td>
<td align="center" valign="top">20.50</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Academic usefulness</td>
<td align="left" valign="top">Satisfaction</td>
<td align="center" valign="top">0.84</td>
<td align="center" valign="top">0.03</td>
<td align="center" valign="top">22.61</td>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CR (Perception)&#x202F;=&#x202F;0.91; AVE&#x202F;=&#x202F;0.63. CR (Satisfaction)&#x202F;=&#x202F;0.89; AVE&#x202F;=&#x202F;0.59.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec11">
<label>3.4.2</label>
<title>Structural path: tutor perception and satisfaction</title>
<p>The structural model examining the relationship between tutor perception and satisfaction demonstrated excellent fit indices (&#x03C7;<sup>2</sup>/df&#x202F;=&#x202F;2.97, CFI&#x202F;=&#x202F;0.96, TLI&#x202F;=&#x202F;0.94, RMSEA&#x202F;=&#x202F;0.047, SRMR&#x202F;=&#x202F;0.041). The path from Tutor Perception to Satisfaction was positive and statistically significant (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.57, SE&#x202F;=&#x202F;0.05, z&#x202F;=&#x202F;11.40, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), explaining 32% of the variance in student satisfaction (R<sup>2</sup>&#x202F;=&#x202F;0.32) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Standardized structural coefficients (perception &#x2192; satisfaction model).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Structural relationship</th>
<th align="center" valign="top">Unstandardized coefficient (B)</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">
<italic>z</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Standardized coefficient (<italic>&#x03B2;</italic>)</th>
<th align="center" valign="top">R<sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Satisfaction &#x2190; Perception</td>
<td align="center" valign="top">0.62</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">11.40</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.57</td>
<td align="center" valign="top">0.32</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model fit: <italic>&#x03C7;</italic><sup>2</sup>/gl&#x202F;=&#x202F;2.97, CFI&#x202F;=&#x202F;0.96, TLI&#x202F;=&#x202F;0.94, RMSEA&#x202F;=&#x202F;0.047, SRMR&#x202F;=&#x202F;0.041.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.4.3</label>
<title>Structural path: satisfaction and perceived impact</title>
<p>The measurement model for satisfaction and perceived impact demonstrated adequate convergent validity, with standardized factor loadings ranging from 0.64 to 0.85 (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), composite reliability values of 0.89 and 0.88, and Average Variance Extracted (AVE) values of 0.61 and 0.59, respectively. The structural model showed satisfactory fit (&#x03C7;<sup>2</sup>/df&#x202F;=&#x202F;3.05, CFI&#x202F;=&#x202F;0.95, TLI&#x202F;=&#x202F;0.93, RMSEA&#x202F;=&#x202F;0.049, SRMR&#x202F;=&#x202F;0.045). Satisfaction with tutoring significantly predicted perceived impact on academic performance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.54, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), explaining 29% of the variance in perceived impact (<italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.29) (<xref ref-type="table" rid="tab5">Table 5</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Standardized structural coefficients (satisfaction &#x2192; perceived impact model).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Structural relationship</th>
<th align="center" valign="top">Unstandardized coefficient (B)</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">
<italic>z</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Standardized coefficient (<italic>&#x03B2;</italic>)</th>
<th align="center" valign="top">
<italic>R</italic>
<sup>2</sup>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Perceived Impact &#x2190; Satisfaction</td>
<td align="center" valign="top">0.59</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">10.98</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.54</td>
<td align="center" valign="top">0.29</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model fit: <italic>&#x03C7;</italic><sup>2</sup>/gl&#x202F;=&#x202F;3.05, CFI&#x202F;=&#x202F;0.95, TLI&#x202F;=&#x202F;0.93, RMSEA&#x202F;=&#x202F;0.049, SRMR&#x202F;=&#x202F;0.045.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<label>3.4.4</label>
<title>Moderating effects of socioeconomic status and employment</title>
<p>A multigroup SEM analysis was conducted to examine whether socioeconomic status and employment status moderated the relationship between satisfaction with tutoring and perceived impact on academic performance (<xref ref-type="table" rid="tab6">Table 6</xref>). For socioeconomic status, partial moderation was observed (&#x0394;CFI&#x202F;=&#x202F;0.006), with the association of satisfaction on perceived impact increasing across low (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.48), medium (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.56), and high (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.62) socioeconomic groups. For employment status, significant moderation was identified [&#x0394;CFI&#x202F;=&#x202F;0.012, &#x0394;&#x03C7;<sup>2</sup>(1)&#x202F;=&#x202F;11.45, <italic>p</italic>&#x202F;=&#x202F;0.001], with a stronger association among unemployed students (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.58) compared to employed students (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.46).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Moderating effects on the satisfaction &#x2192; perceived impact path.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Moderator</th>
<th align="left" valign="top">Group</th>
<th align="center" valign="top">Standardized <italic>&#x03B2;</italic></th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">
<italic>z</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>R</italic>
<sup>2</sup>
</th>
<th align="left" valign="top">Moderation test</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">Socioeconomic status</td>
<td align="left" valign="top">Low</td>
<td align="center" valign="top">0.48</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">8.13</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.26</td>
<td align="left" valign="top">&#x0394;CFI&#x202F;=&#x202F;0.006</td>
</tr>
<tr>
<td align="left" valign="top">Medium</td>
<td align="center" valign="top">0.56</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">10.85</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.31</td>
<td align="left" valign="top" rowspan="2">Partial moderation</td>
</tr>
<tr>
<td align="left" valign="top">High</td>
<td align="center" valign="top">0.62</td>
<td align="center" valign="top">0.07</td>
<td align="center" valign="top">8.86</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.36</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Employment status</td>
<td align="left" valign="top">Employed</td>
<td align="center" valign="top">0.46</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">7.66</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.24</td>
<td align="left" valign="top">&#x0394;CFI&#x202F;=&#x202F;0.012&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Unemployed</td>
<td align="center" valign="top">0.58</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">11.35</td>
<td align="center" valign="top">&#x003C; 0.001</td>
<td align="center" valign="top">0.33</td>
<td align="left" valign="top">Significant moderation</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Difference between groups: &#x0394;&#x03C7;<sup>2</sup>(1)&#x202F;=&#x202F;11.45, <italic>p</italic>&#x202F;=&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.4.5</label>
<title>Relationship between tutoring participation and service evaluation</title>
<p>A chi-square test of independence revealed a statistically significant association between receiving tutoring and the evaluation of service quality [&#x03C7;<sup>2</sup>(3, <italic>N</italic>&#x202F;=&#x202F;5,930]&#x202F;=&#x202F;146.27, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), with a small-to-moderate effect size (Cram&#x00E9;r&#x2019;s V&#x202F;=&#x202F;0.157) (<xref ref-type="table" rid="tab7">Table 7</xref>). Students who received tutoring were more likely to rate the service as &#x201C;unsatisfactory&#x201D; (51.9%) compared to those who did not receive tutoring (13.6%), whereas students who did not receive tutoring reported higher proportions of &#x201C;good&#x201D; (49.3%) and &#x201C;very good&#x201D; (15.6%) evaluations. This apparent contradiction suggests that satisfaction with tutoring outcomes differs from evaluations of service quality.</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Relationship between tutoring use and perceived quality.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Perceived quality</th>
<th align="center" valign="top">Received tutoring (<italic>n</italic>&#x202F;=&#x202F;1,331)</th>
<th align="center" valign="top">Did not receive tutoring (<italic>n</italic>&#x202F;=&#x202F;4,599)</th>
<th align="center" valign="top">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Very good</td>
<td align="center" valign="top">124 (9.3%)</td>
<td align="center" valign="top">716 (15.6%)</td>
<td align="center" valign="top">840 (14.2%)</td>
</tr>
<tr>
<td align="left" valign="top">Good</td>
<td align="center" valign="top">272 (20.4%)</td>
<td align="center" valign="top">2,269 (49.3%)</td>
<td align="center" valign="top">2,541 (42.9%)</td>
</tr>
<tr>
<td align="left" valign="top">Fair</td>
<td align="center" valign="top">244 (18.3%)</td>
<td align="center" valign="top">988 (21.5%)</td>
<td align="center" valign="top">1,232 (20.8%)</td>
</tr>
<tr>
<td align="left" valign="top">Unsatisfactory</td>
<td align="center" valign="top">691 (51.9%)</td>
<td align="center" valign="top">626 (13.6%)</td>
<td align="center" valign="top">1,317 (22.2%)</td>
</tr>
<tr>
<td align="left" valign="top">Total</td>
<td align="center" valign="top">1,331 (100%)</td>
<td align="center" valign="top">4,599 (100%)</td>
<td align="center" valign="top">5,930 (100%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x03C7;<sup>2</sup>(3, <italic>N</italic>&#x202F;=&#x202F;5,930)&#x202F;=&#x202F;146.27, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, Cram&#x00E9;r&#x2019;s V&#x202F;=&#x202F;0.157.</p>
</table-wrap-foot>
</table-wrap>
<p>Students who did not receive tutoring evaluated the tutoring service based on institutional reputation, indirect information, or general expectations, rather than on direct personal experience with the tutoring process. Therefore, their ratings reflect perceived institutional quality rather than experienced tutoring quality. In contrast, students who participated in tutoring assessed the service based on direct pedagogical interaction, which likely resulted in more critical and experience-based evaluations.</p>
<p>A Mann&#x2013;Whitney U test confirmed that the perceived quality of the tutoring service was significantly lower among students who received tutoring (Mdn&#x202F;=&#x202F;4, &#x201C;Unsatisfactory&#x201D;) than among those who did not receive tutoring (Mdn&#x202F;=&#x202F;3, &#x201C;Fair&#x201D;) (U&#x202F;=&#x202F;2,731,600, <italic>z</italic>&#x202F;=&#x202F;&#x2212;12.64, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), with a small effect size (<italic>r</italic>&#x202F;=&#x202F;0.16) (<xref ref-type="table" rid="tab8">Table 8</xref>). This value corresponds to a small practical difference between groups, reinforcing that the observed discrepancy reflects perceptual rather than substantial differences in service quality evaluations.</p>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>Comparison of perceived quality of tutoring service by tutoring participation.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Group</th>
<th align="center" valign="top">
<italic>N</italic>
</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="left" valign="top">Median</th>
<th align="center" valign="top">
<italic>U</italic>
</th>
<th align="center" valign="top">
<italic>z</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>r</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Received tutoring</td>
<td align="center" valign="top">1,331</td>
<td align="center" valign="top">3.08</td>
<td align="center" valign="top">0.71</td>
<td align="left" valign="top">4 (&#x201C;Unsatisfactory&#x201D;)</td>
<td align="center" valign="top" rowspan="2">2,731,600</td>
<td align="center" valign="top" rowspan="2">&#x2212;12.64</td>
<td align="center" valign="top" rowspan="2">&#x003C; 0.001</td>
<td align="center" valign="top" rowspan="2">0.16</td>
</tr>
<tr>
<td align="left" valign="top">Did not receive tutoring</td>
<td align="center" valign="top">4,599</td>
<td align="center" valign="top">2.74</td>
<td align="center" valign="top">0.82</td>
<td align="left" valign="top">3 (&#x201C;Fair&#x201D;)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>An important and conceptually relevant finding emerges from the comparison between tutoring participation and perceived service quality. Students who did not receive tutoring tended to rate the tutoring service more positively than those who actually used it. Rather than constituting a methodological inconsistency, this pattern reveals a critical analytical gap in the literature between institutional reputation-based evaluations and experience-based evaluations of student support services.</p>
<p>Students who have not interacted directly with tutoring programs are likely to assess their quality based on indirect information, general institutional narratives, or expectations regarding academic support. In contrast, students who participated in tutoring evaluate the service based on concrete pedagogical interactions and personal experience. Consequently, the lower ratings observed among tutoring participants do not reflect rejection of tutoring as an institutional principle, but rather a more informed and critical appraisal of its actual implementation.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<label>4</label>
<title>Discussion</title>
<p>The findings of this study highlight an understudied dimension of university tutoring: the distinction between perceived institutional value and experienced pedagogical quality. While prior research has predominantly focused on overall satisfaction indicators or academic outcomes associated with tutoring programs, fewer studies have examined how direct exposure to tutoring reshapes student evaluations, often revealing discrepancies between normative expectations and actual pedagogical practice. This distinction is particularly relevant in institutional contexts where tutoring is formally established as a central academic support mechanism.</p>
<p>By documenting this divergence, the present study contributes to a more nuanced understanding of why tutoring programs may be simultaneously valued and criticized within the same university setting. The results suggest that satisfaction with the idea or principle of tutoring should not be conflated with satisfaction regarding its pedagogical delivery. Evaluations provided by students who actively participated in tutoring appear to reflect a more informed and critical assessment of tutor practices, whereas non-users may rely on indirect perceptions or institutional narratives. This finding underscores the importance of incorporating the perspectives of actual service users when assessing tutoring quality and effectiveness.</p>
<p>Overall, this study provides large-scale empirical evidence on the relationships between students&#x2019; perceptions of tutoring, satisfaction, and academic performance in a Peruvian university context. Using regression analysis and structural equation modeling, the results reveal a complex landscape in which positive associations with academic outcomes coexist with important limitations in program implementation. Given the cross-sectional and observational design of the study, all reported relationships must be interpreted as statistical associations rather than causal effects. Although the SEM results support theoretically coherent predictive pathways, the absence of random assignment or longitudinal data precludes definitive causal inference.</p>
<p>This research makes three primary contributions to the literature on university tutoring in Latin American contexts. First, it provides empirical evidence from a large and institutionally representative sample (<italic>N</italic>&#x202F;=&#x202F;5,930) in a region that remains underrepresented in higher education research. Second, it demonstrates that associations between tutoring-related variables and academic outcomes are moderated by socioeconomic status and employment conditions, highlighting the relevance of contextual and structural factors. Third, it identifies a critical dissonance between students&#x2019; valuation of tutoring as an institutional support mechanism and their more critical evaluations of its pedagogical execution, particularly regarding tutors&#x2019; instructional competencies.</p>
<p>The regression analyses indicate a strong association between positive perceptions of tutoring and academic performance. However, this association is not uniform across academic contexts. Significant differences between faculties, with more favorable perceptions in Biomedical Sciences than in Engineering and Social Sciences, suggest that disciplinary cultures, curricular structures, and academic workloads may substantially shape how tutoring is experienced and evaluated. These findings align with previous research indicating that standardized, one-size-fits-all tutoring models may limit effectiveness in diverse academic environments and that discipline-sensitive approaches may enhance tutoring outcomes (<xref ref-type="bibr" rid="ref3">Alcocer et al., 2022</xref>; <xref ref-type="bibr" rid="ref13">Capa et al., 2020</xref>; <xref ref-type="bibr" rid="ref21">Elgegren, 2022</xref>; <xref ref-type="bibr" rid="ref49">S&#x00E1;nchez and Mares, 2025</xref>).</p>
<p>Students with stronger academic skills or higher intrinsic motivation may both perform better academically and evaluate institutional programs more positively. While the models control for several sociodemographic factors, residual confounding cannot be ruled out.</p>
<p>A central paradox emerging from the results is that students who received tutoring reported higher levels of satisfaction with their academic experience while simultaneously expressing more critical evaluations of tutoring quality. This pattern suggests that direct engagement with tutoring does not necessarily lead to more favorable perceptions but rather facilitates more realistic and discerning evaluations. Students appear to recognize the potential value of tutoring while also identifying shortcomings in its pedagogical implementation, particularly in instructional guidance. Similar discrepancies between affective support and pedagogical effectiveness have been reported in prior studies on university tutoring and mentoring relationships (<xref ref-type="bibr" rid="ref30">Guffante et al., 2022</xref>; <xref ref-type="bibr" rid="ref38">Moreno et al., 2023</xref>; <xref ref-type="bibr" rid="ref57">Walker, 2020</xref>).</p>
<p>Further analysis reveals disparities in how different dimensions of tutoring are evaluated. Interpersonal attributes such as empathy, respectful treatment, and availability received relatively high ratings, suggesting that tutors generally demonstrate adequate relational skills. This finding is consistent with conceptualizations of tutoring as a fundamentally relational practice that fosters trust and institutional belonging (<xref ref-type="bibr" rid="ref16">Ceniz et al., 2024</xref>; <xref ref-type="bibr" rid="ref39">Navarrete and Tom&#x00E9;, 2022</xref>; <xref ref-type="bibr" rid="ref52">Topping, 2017</xref>). In contrast, pedagogical competencies and the perceived importance attributed to the tutoring role were evaluated less favorably, pointing to potential gaps in pedagogical training and role clarity. These deficiencies may constrain the educational effectiveness of tutoring interventions and help explain why tutoring-related variables, although statistically significant, account for a limited proportion of variance in academic performance.</p>
<p>The persistence of associations between tutoring variables and academic performance after controlling for sociodemographic factors reinforces the relevance of tutoring while simultaneously underscoring its contextual dependence. Paid employment and scholarship status emerged as significant correlates of academic outcomes, indicating that tutoring operates within a broader ecosystem of economic, temporal, and institutional constraints. These findings are consistent with prior research emphasizing that academic support initiatives interact with students&#x2019; socioeconomic realities rather than functioning as isolated interventions (<xref ref-type="bibr" rid="ref9003">Esteban and Caro, 2023</xref>; <xref ref-type="bibr" rid="ref20">Cruzata et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Pantoja et al., 2022</xref>).</p>
<p>Structural equation modeling results provide further theoretical coherence to the proposed framework. Tutor perception was positively associated with satisfaction with tutoring, explaining a substantial proportion of its variance. Satisfaction, in turn, was significantly associated with perceived academic impact. In this sense, satisfaction can be understood as a key intervening construct linking perceptions of the tutor&#x2013;student interaction with students&#x2019; perceived academic benefits. This interpretation is consistent with prior work highlighting the role of tutoring experiences in shaping student confidence, self-regulation, and perceived academic usefulness (<xref ref-type="bibr" rid="ref5">&#x00C1;lvarez, 2020</xref>; <xref ref-type="bibr" rid="ref15">Castro et al., 2022</xref>). These findings support conceptual models that frame tutoring not merely as an informational service but as a relational and motivational process that may strengthen persistence and engagement in higher education (<xref ref-type="bibr" rid="ref31">Hair et al., 2022</xref>; <xref ref-type="bibr" rid="ref32">Kim and Lundberg, 2015</xref>; <xref ref-type="bibr" rid="ref34">Klug and Peralta, 2019</xref>; <xref ref-type="bibr" rid="ref51">Solis and Ca&#x00F1;arte, 2025</xref>).</p>
<p>The inclusion of socioeconomic status and employment condition as moderators allowed for a more differentiated understanding of tutoring effectiveness. Partial moderation by socioeconomic status suggests that the association between satisfaction and perceived academic impact is stronger among students from medium- and high-socioeconomic backgrounds, potentially due to greater access to complementary learning resources that facilitate the application of tutor guidance (<xref ref-type="bibr" rid="ref21">Elgegren, 2022</xref>; <xref ref-type="bibr" rid="ref24">Esquivel and Basilio, 2024</xref>). Employment status showed significant moderation, with weaker associations observed among working students. Time constraints, academic stress, and reduced availability for extracurricular support activities may limit working students&#x2019; capacity to fully benefit from tutoring, as suggested by previous studies on student workload and academic engagement (<xref ref-type="bibr" rid="ref19">Coila et al., 2023</xref>; <xref ref-type="bibr" rid="ref25">Garay et al., 2024</xref>).</p>
<p>Taken together, these findings indicate that while university tutoring is positively associated with key academic and experiential outcomes, its effectiveness depends critically on pedagogical quality, contextual adaptation, and institutional support. Improving tutor training, clarifying pedagogical role expectations, and designing flexible tutoring modalities that account for students&#x2019; socioeconomic and employment conditions may enhance the contribution of tutoring programs to academic success and student well-being.</p>
<sec id="sec16">
<label>4.1</label>
<title>Toward an improved tutoring program: a proposal based on findings</title>
<p>Based on these findings, we propose an evidence-based tutoring support program designed to address the identified gaps between student expectations and current implementation. An effective tutoring program requires a rigorous approach based on four essential pillars: conceptualization, operationalization, human development, and evaluation, which must be addressed comprehensively to ensure sustainable outcomes (<xref ref-type="table" rid="tab9">Table 9</xref>).</p>
<table-wrap position="float" id="tab9">
<label>Table 9</label>
<caption>
<p>Proposed components of the University Tutoring Support Program.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Dimension</th>
<th align="left" valign="top">Components</th>
<th align="left" valign="top">Actions</th>
<th align="left" valign="top">Success indicators</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1. Diagnosis and planning</td>
<td align="left" valign="top">Needs analysis by faculty<break/>Identification of priority problems (<xref ref-type="bibr" rid="ref4">Alegre et al., 2024</xref>; <xref ref-type="bibr" rid="ref21">Elgegren, 2022</xref>)</td>
<td align="left" valign="top">Surveys with students and tutors<break/>Participatory workshops with practitioners and faculty<break/>Development of action plans by faculty</td>
<td align="left" valign="top">90% of faculty updated<break/>Plans aligned with needs</td>
</tr>
<tr>
<td align="left" valign="top">2. Teacher training</td>
<td align="left" valign="top">Tutoring skills<break/>Virtual platforms training<break/>Intercultural Education (<xref ref-type="bibr" rid="ref6">&#x00C1;lvarez, 2021</xref>; <xref ref-type="bibr" rid="ref44">Pari et al., 2024</xref>; <xref ref-type="bibr" rid="ref41">Pacheco et al., 2025</xref>)</td>
<td align="left" valign="top">Bimonthly training-University-level tutoring training<break/>Use of case platforms and expert guidance</td>
<td align="left" valign="top">80% of tutors certified<break/>Reduction of gaps due to lack of technical knowledge</td>
</tr>
<tr>
<td align="left" valign="top">3. Tutoring implementation</td>
<td align="left" valign="top">Individual/group sessions<break/>Cross-cutting topics<break/>Integral monitoring (<xref ref-type="bibr" rid="ref43">Paredes et al., 2022</xref>; <xref ref-type="bibr" rid="ref54">Vidal and Garc&#x00ED;a, 2024</xref>)</td>
<td align="left" valign="top">Flexible schedules (in- person/virtual)<break/>Thematic guides on democratic coexistence, mental health, study techniques<break/>Referral to support services (psychology, social services)</td>
<td align="left" valign="top">70% student attendance<break/>60% of students report improvement</td>
</tr>
<tr>
<td align="left" valign="top">4. Technology and accessibility</td>
<td align="left" valign="top">Unified platform<break/>Tutor<break/>Student Communication (<xref ref-type="bibr" rid="ref15">Castro et al., 2022</xref>; <xref ref-type="bibr" rid="ref17">Chani and D&#x00ED;az, 2022</xref>; <xref ref-type="bibr" rid="ref35">Mart&#x00ED;nez et al., 2022</xref>)</td>
<td align="left" valign="top">Platform use<break/>Scheduling and virtual session access<break/>Alerts for students at risk<break/>Access to digital resources</td>
<td align="left" valign="top">100% of tutors use the platform<break/>50% of students access online resources</td>
</tr>
<tr>
<td align="left" valign="top">5. Promotion of values</td>
<td align="left" valign="top">Participatory democracy<break/>Interculturality</td>
<td align="left" valign="top">Semester campaigns<break/>Intercultural fairs<break/>Focus on human rights</td>
<td align="left" valign="top">80% student participation<break/>Reduction in discriminatory behaviors</td>
</tr>
<tr>
<td align="left" valign="top">6. Monitoring and evaluation</td>
<td align="left" valign="top">Prevention of discrimination (<xref ref-type="bibr" rid="ref37">Medina et al., 2025</xref>; <xref ref-type="bibr" rid="ref45">P&#x00E9;rez et al., 2024</xref>)<break/>Continuous feedback (<xref ref-type="bibr" rid="ref7">Angulo, 2021</xref>)</td>
<td align="left" valign="top">Quarterly faculty reports<break/>Satisfaction surveys<break/>Support committees</td>
<td align="left" valign="top">30% improvement in student satisfaction<break/>100% of faculty updated</td>
</tr>
<tr>
<td align="left" valign="top">7. Support for vulnerable students</td>
<td align="left" valign="top">Early identification<break/>Personalized academic support (<xref ref-type="bibr" rid="ref48">S&#x00E1;nchez, 2025</xref>; <xref ref-type="bibr" rid="ref49">S&#x00E1;nchez and Mares, 2025</xref>)</td>
<td align="left" valign="top">Alert system for students at risk<break/>Tutorials for advanced students<break/>Social support (scholarships, dining halls)</td>
<td align="left" valign="top">50% of students at risk improve<break/>100% of detected cases attended</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The initial conceptualization requires an institutional diagnosis to identify specific student population needs. Successful programs should address concrete academic challenges rather than offering generic support. Once the conceptual framework is defined, implementation should focus on operational aspects including tutor recruitment, selection, and training&#x2014;critical components that should equip tutors with pedagogical tools to guide autonomous learning rather than merely solving problems. (<xref ref-type="bibr" rid="ref14">Castro and Lara, 2018</xref>; <xref ref-type="bibr" rid="ref27">Gonz&#x00E1;les, 2019</xref>; <xref ref-type="bibr" rid="ref60">Yusof et al., 2022</xref>)</p>
<p>Systematic evaluation is essential to demonstrate program value and justify invested resources. Evaluation should be both formative (to monitor progress and make adjustments) and summative (to measure global impact). Quantitative data combined with qualitative insights provide a comprehensive view of program effects on academic success and student experience.</p>
<p>These results emphasize the need to design differentiated university tutoring strategies tailored to student diversity. Specifically, we recommend implementing flexible modalities (virtual or asynchronous) for working students and providing socioeconomic support programs that compensate for material resource gaps, which would promote equity in academic outcomes and optimize tutoring system effectiveness (<xref ref-type="bibr" rid="ref9003">Esteban and Caro, 2023</xref>; <xref ref-type="bibr" rid="ref23">Espinales et al., 2022</xref>; <xref ref-type="bibr" rid="ref47">Roy and Swargiary, 2024</xref>).</p>
</sec>
</sec>
<sec id="sec17">
<label>5</label>
<title>Limitations and future research directions</title>
<p>An important limitation is the potential influence of unobserved confounding variables, such as prior motivation, academic self-efficacy, or institutional engagement, which may simultaneously affect academic performance and positive perceptions of tutoring. As a result, the estimated associations should be interpreted as upper-bound estimates rather than causal effects.</p>
<p>A conceptual limitation of this study concerns the use of the term <italic>tutoring</italic>. Although the activities analyzed may resemble what is referred to as <italic>mentoring</italic> in other educational systems, in the Peruvian higher education context mentoring is neither formally defined nor institutionally regulated. Consequently, the study adopts the term <italic>tutoring</italic> as used in local policy and practice, with its operational definition explicitly specified in the Methods section. Caution is therefore warranted when generalizing these findings to contexts where tutoring and mentoring represent distinct and formally differentiated models.</p>
<p>Future research should employ longitudinal designs to better understand the temporal dynamics of tutoring effects. Experimental studies with random assignment to tutoring conditions would help establish causal relationships. Mixed-methods approaches could provide deeper insights into the qualitative experiences of both tutors and students. Additionally, research comparing different tutoring models across diverse institutional contexts would help identify best practices adaptable to various educational settings.</p>
</sec>
<sec sec-type="conclusions" id="sec18">
<label>6</label>
<title>Conclusion</title>
<p>In light of the findings, university tutoring emerges as a dual-nature intervention in the Peruvian context studied: it demonstrates potential associations with improved academic performance and enhanced student trajectories, but its current implementation appears constrained by pedagogical competency gaps. The study reveals that students recognize the value of tutoring while remaining cognizant of its deficiencies. A positive perception of the tutor is associated with higher satisfaction with tutoring, and this satisfaction is linked to greater perceived impact on academic performance&#x2014;relationships that are moderated by students&#x2019; socioeconomic and employment conditions.</p>
<p>The evidence suggests that merely having a tutoring program is insufficient; how it is designed and for whom it is adapted are crucial considerations. The marked differences between faculties are not mere variations but potential indicators of an overly standardized model within a diverse academic ecosystem. Twenty-first century tutoring cannot be merely an administrative protocol; it should be a reflective practice, contextualized to disciplinary needs, and supported by tutors who are not only companions but active facilitators of the learning process.</p>
<p>The future of tutoring lies not in its mere existence but in its capacity to evolve and adapt to student needs: it should transition from well-intentioned support to an intelligent strategy, integrated into the curriculum, and backed by substantial tutor training. Institutional commitment to ongoing tutor development, contextualized program design, and systematic evaluation will be essential to realize the full potential of university tutoring as a tool for educational enhancement and student support.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec20">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Universidad Cat&#x00F3;lica de Santa Mar&#x00ED;a. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>JC: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CA: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KV: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2194586/overview">Kelly Anne Young</ext-link>, University of South Africa, South Africa</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3294085/overview">V&#x00ED;ctor Hugo Puican Rodr&#x00ED;guez</ext-link>, Universidad Nacional Intercultural Fabiola Salazar Legu&#x00ED;a de Bagua, Peru</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3372946/overview">Bruno Barreto</ext-link>, Universidade do Estado do Par&#x00E1;, Brazil</p>
</fn>
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