Maskana https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana <p>MASKANA was established with the aim of offering academic staff a platform for the publication of their research and the dissemination of results in various areas of knowledge. MASKANA, a Quechua word meaning 'search', is the scientific journal managed by the Research Department of the <a href="https://www.ucuenca.edu.ec/" target="_blank" rel="noopener">University of Cuenca</a>. Its first issue was published in the second semester of 2010 and has two editions per year. Since 2014, the journal also publishes special editions such as conference and/or congress proceedings.</p> Universidad de Cuenca en-US Maskana 1390-6143 <p>Copyright&nbsp;© Autors. <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank" rel="noopener">Creative Commons Attribution 4.0 License</a>.&nbsp;for any article submitted from 6 June 2017 onwards. For manuscripts submitted before, the CC BY 3.0 License was used.</p> <p><img src="https://www.hydrology-and-earth-system-sciences.net/licenceIcon_16.png"></p> <p><strong>You are free to:</strong></p> <table border="0" width="100%" cellspacing="0" cellpadding="0"> <tbody> <tr> <td align="center" width="40"><img src="https://www.hydrology-and-earth-system-sciences.net/graphic_to_share.gif" alt=""></td> <td><strong>Share</strong>&nbsp;— copy and redistribute the material in any medium or format</td> </tr> </tbody> </table> <table border="0" width="100%" cellspacing="0" cellpadding="0"> <tbody> <tr> <td align="center" width="40"><img src="https://www.hydrology-and-earth-system-sciences.net/graphic_to_remix.gif" alt=""></td> <td><strong>Adapt</strong>&nbsp;— remix, transform, and build upon the material for any purpose, even commercially.</td> </tr> </tbody> </table> <p><strong>Under the following conditions:</strong></p> <table border="0" width="100%" cellspacing="0" cellpadding="0"> <tbody> <tr> <td align="center" width="40"><img src="https://www.hydrology-and-earth-system-sciences.net/graphic_attribution.gif" alt=""></td> <td><strong>Attribution</strong>&nbsp;— You must give appropriate credit, provide a link to the licence, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licenser endorses you or your use.</td> </tr> </tbody> </table> <table border="0" width="100%" cellspacing="0" cellpadding="0"> <tbody> <tr> <td align="center" width="40">&nbsp;</td> <td>No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the licence permits.</td> </tr> </tbody> </table> <div class="answer">&nbsp;&nbsp;</div> <div class="answer"> <div class="answer">Detailed information about copyright and license agreement, copyright transfers and reproduction requests, can be found <a href="https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/copyright">here</a>.</div> </div> Challenges in Teaching English as a Foreign Language in Ecuador: A PRISMA Systematic Review https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6313 <p>This study aimed to identify the main challenges affecting the teaching of English as a foreign language (EFL) in Ecuador. A systematic literature review was conducted following the PRISMA methodology, analyzing 20 peer-reviewed studies published between 2020 and 2025 in databases such as Scopus, ERIC, Latindex 2.0, and SciELO. The findings revealed persistent difficulties, including inadequate teacher training, limited resources, limited technological integration, and low student motivation. Additional issues included minimal exposure to authentic English use, contradictions in national language policies, and disparities between rural and urban contexts. The review also found a lack of longitudinal and experimental research designs, which limits the applicability of existing findings. It was concluded that addressing these challenges requires stronger teacher development programs, improved infrastructure, context-sensitive policy reforms, and more rigorous research to enhance the quality and sustainability of EFL education in Ecuador.</p> Carlos Lenin Alvarez Llerena Tatiana Gabriela Pineda Guzmán Xavier Oswaldo Viteri Guevara Copyright (c) 2026 Carlos Lenin ALVAREZ LLERENA, Tatiana Gabriela Pineda Guzmán, Xavier Oswaldo Viteri Guevara https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 259 272 10.18537/mskn.17.01.16 Resilience and suicidal behavior in adolescent and youth populations: a systematic review https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6593 <p>Suicidal behaviors in adolescents have increased significantly. Resilience is identified as a key element in prevention. The objective is to explore the empirical evidence on the protective effect of resilience against suicidal behavior in children and adolescents. Regarding methods, the PRISMA methodology was applied, reviewing PsycInfo, PsycArticles, Dialnet, Academic Search Premier, and Google Scholar. Empirical studies from the last 15 years in individuals aged 12 to 21 were included. Twelve empirical articles were selected. A moderate negative relationship (average correlation = -.44) was found between resilience and self-harm. In conclusion, resilience is a key protective factor for preventing suicidal behavior in adolescents. It is essential to develop preventive strategies that promote coping skills and emotional regulation.</p> Julian Julián Cádiz Rodríguez Miguel Ángel Carrasco Ortiz Pablo Holgado Tello Copyright (c) 2026 julian Julián Cádiz Rodríguez, Miguel Ángel Carrasco Ortiz, Pablo Holgado Tello https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 273 281 10.18537/mskn.17.01.17 Editorial: El dilema ecológico de la Inteligencia Artificial https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6978 <p>Editorial Maskana Vol. 17 Nro. 1</p> Jose Luis Crespo Fajardo Copyright (c) 2026 Jose Luis Crespo Fajardo https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 7 8 10.18537/mskn.17.01.00 Financial Education and Labor Well-Being within the Framework of the Welfare Economy in Ecuador https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6187 <p>This study analyzes the relationship between financial education and labor well-being among Ecuadorian workers, from the perspective of the welfare economy. A quantitative, non-experimental, cross-sectional, and correlational approach was employed, based on a sample of 551 individuals. Data were collected through a structured survey and analyzed using descriptive and non-parametric correlational statistics. The results reveal positive and significant associations between the dimensions of both variables, highlighting the role of financial literacy in shaping labor perceptions. The study offers implications for organizational management and future sector-specific research.</p> Miguel Mauricio Cueva Estrada Jorge Cueva Estrada Doménica Valeria Cueva Ortiz Natahel Mauricio Cueva Ortiz Copyright (c) 2026 Miguel Mauricio Cueva Estrada, Jorge Manuel Cueva Estrada, Doménica Valeria Cueva Ortiz, Natahel Mauricio Cueva Ortiz https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 9 24 10.18537/mskn.17.01.01 Artificial Intelligence Model Based on DenseNet-121 for Feline Facial Landmark Detection https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6259 <p>The aim of this work was to evaluate a modular artificial intelligence model based on DenseNet-121 for the automatic detection of 48 facial anatomical landmarks in cats, supporting welfare monitoring and veterinary clinical practice. The proposed approach comprises four phases: face detection, identification of anatomical regions, landmark localization, and hierarchical assembly. Three optimizers (Adam, AdaMax, and AdamW) were trained and compared using accuracy and error metrics, together with statistical tests. Results showed that Adam achieved the best performance, significantly outperforming AdaMax (p&lt;0.05). On external images, the assembly minimized errors, and clinical validation confirmed anatomical accuracy of 99–100%. In conclusion, the model represents an innovative and applicable tool for the objective assessment of feline pain and welfare, strengthening clinical judgment and reducing subjectivity in veterinary observation.</p> Luis Bermeo Luis Chamba Eras Copyright (c) 2026 Luis Bermeo, Luis Chamba Eras https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 25 40 10.18537/mskn.17.01.02 Education robotics boosts Science, Technology, Engineering, and Mathematics training for secondary school teachers https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6302 <p>This study aimed to validate a pedagogical strategy based on educational robotics to develop STEM skills in secondary school teachers in Bogotá, Colombia. The methodology was pre-experimental with a quantitative approach and correlational-descriptive scope. A plan of 25 sessions with a constructionist design and problem-based learning was applied. The data, collected using expert-validated Likert instruments, were analyzed using a bivariate regression model (Pearson). The results showed a statistically significant relationship, with educational robotics explaining 58.4% of the variation in the development of STEM skills. It was concluded that the strategy effectively fosters key skills in teachers, such as creativity, problem solving, and critical thinking. As a direct implication, it was observed that teachers design and apply teaching sequences that promote complex problem solving in their students, positively impacting the achievement of learning standards in areas such as science and mathematics.</p> Diego Armando Bautista Diaz Benjamin Baron-Velandia Daniel Roman-Acosta Wileidys Artigas Copyright (c) 2026 Diego Armando Bautista Diaz, Benjamin Baron-Velandia, Daniel Roman-Acosta, Wileidys Artigas https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 41 58 10.18537/mskn.17.01.03 Impact of augmented reality and virtual reality on mathematical learning in students with ASD and ADHD https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6416 <p>The impact of Augmented Reality (AR) and Virtual Reality (VR) technologies on primary school students with Autism Spectrum Disorder (ASD) and Attention Deficit Hyperactivity Disorder (ADHD) in math learning is discussed in this study. Using a mixed-methods quasi-experimental design, 60 primary school students (30 ASD, 30 ADHD) were assigned to experimental (AR/VR) and control (traditional instruction) groups. The 8-week intervention had intensive math experience based on the sensory and cognitive needs, pre- and post-tests measuring the calculation and problem-solving capacity. Outcomes indicated that in the experimental group, ADHD students achieved a 30% increase in math scores and in motivation (+30%) and sustained attention (+25%). Interactive and engaging AR/VR environments reduced distractibility and enhanced engagement, according to teachers. ASD students moderately improved (15–18%), showing that additional customization was needed to accommodate sensory sensitivities.</p> Celia Gallardo Herrerias Copyright (c) 2026 Celia Gallardo Herrerias https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 59 71 10.18537/mskn.17.01.04 Impact of the “Speaking Corners” microlearning on the oral confidence and motivation of future English teachers https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6288 <p>This study explored the effects of a microlearning Speaking Corners intervention to understand deeply the oral confidence and motivation of pre-service EFL teachers while getting ready for taking the B2 First exam. A mixed-methods design was employed, consisting of a quasi-experimental pre-/post-test survey with a thematic analysis of qualitative responses. The participants were sixth-semester students enrolled in three university classes of Pedagogy of National and Foreign Languages ​​(PINE) major, in Ecuador. Quantitatively, confidence improved across all three classes, and knowledge of exam structure rose in two classes. Perceived usefulness of microlearning increased notably in one class. Qualitative results showed that participants went from having a vague understanding to a clear understanding, used exam strategies more, felt less anxious, and were more motivated. The findings showed that peer-led and reward-supported microlearning sequences are effective in improving exam preparedness and maintaining engagement. The research provides a practical and cost-effective pedagogical framework for high-stakes EFL speaking instruction, with ramifications for teacher education and exam preparation settings.</p> Sandra González-González Andrea Robayo-Nugra Copyright (c) 2026 Sandra González-González , Andrea Robayo-Nugra https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 73 87 10.18537/mskn.17.01.05 Effect of Scenario Based Interactive Learning on Knowledge, Self Efficacy and Competency on Clinical Handover Among Student Nurses https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6261 <p>Clinical handover is vital for patient care. This study examined the effectiveness of scenario-based interactive learning in improving student nurses’ knowledge, self-efficacy, and competency in handover. A true experimental design was conducted among 80 final-year nursing students who were randomly divided into two groups. The experimental group received a lecture followed by scenario-based learning and debriefing, whereas the control group received only a lecture. Validated tools were used to measure competency, self-efficacy, and knowledge. Descriptive statistics, paired and independent t-tests, ANCOVA, and Pearson correlation were used to analyze the data. The experimental group's knowledge and competency significantly improved as compared to the control group, according to the results (p &lt; 0.001). Self-efficacy levels increased within groups, but after controlling for baseline values, there was no discernible difference across the groups. Knowledge and competency (r = 0.476) and knowledge and self-efficacy (r = 0.362) showed positive associations. An efficient teaching method for improving nursing students' clinical handover knowledge and proficiency is scenario-based interactive learning, which may also lead to better patient safety and communication procedures. An efficient teaching method for improving clinical handover knowledge and proficiency is scenario-based interactive learning.</p> Sogyal Khando Shashikala Venkat Copyright (c) 2026 Sogyal Khando, Shashikala Venkat https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 89 101 10.18537/mskn.17.01.06 Analysis of Scientific Competencies in the Use of Smart Notebooks in Primary Education https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6555 <p>This study analyses the contribution of smart notebooks, as a methodological tool, to the development of students’ scientific competence within the context of the bilingual model of science education in Primary Education. A descriptive study based on content analysis was conducted using a sample of 17 smart notebooks implemented in the third cycle of Primary Education in bilingual schools in Spain. The analysis instruments, grounded in the PISA 2025 theoretical framework and the CLIL approach, allow for the assessment of the development of scientific competencies, knowledge, contexts, and scientific practices. The results show that smart notebooks particularly foster the development of scientific knowledge, model representation, and inquiry. However, areas for improvement were identified in relation to scientific argumentation and research design. Overall, the findings confirm their potential to promote competency-based learning in bilingual contexts.</p> Esther Cascarosa-Salillas Víctor Ruber Andrés Jorge Pozuelo Muñoz Copyright (c) 2026 Esther Cascarosa-Salillas, Víctor Ruber Andrés, Jorge Pozuelo Muñoz https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 103 121 10.18537/mskn.17.01.07 Transformation of the Natural Landscape and Urban Effects in the Cumbaza River Basin, Morales District (Peru) https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6251 <p>The rapid growth of cities poses a significant threat to environmental balance due to the transformations it causes in the natural landscape and the Cumbaza River basin. The purpose of this research is to evaluate territorial changes and their ecological effects through a multitemporal analysis of aerial images from 1969, 1985, 2005, and 2024. Field checks were also carried out in 2024 to confirm the interpretation of land cover, vegetation, and changes to the physical environment. The results show a progressive replacement of natural and agricultural areas by residential, industrial, and recreational areas, which has led to biodiversity loss, habitat fragmentation, and alterations in water dynamics. It is concluded that these processes continuously transform the natural environment, highlighting the urgency of strengthening sustainable land-use planning through the integration of ecological criteria.</p> Jhon Michael Chinchay Peña Leiner Campos Alarcón Leyde Belovinda Alvares Garcia Cinthya Arévalo Lazo Copyright (c) 2026 Jhon Michael Chinchay Peña, Leiner Campos Alarcón, Leyde Belovinda Alvares Garcia , Cinthya Arévalo Lazo https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 123 140 10.18537/mskn.17.01.08 Access to Comprehensive Sexuality Education in Argentina’s secondary schools: findings from the 2022 Aprender Assessment https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6366 <p>This article examines the access to Comprehensive Sexual Education (CSE) among secondary school students in Argentina, based on data from a national survey conducted with students and school principals. Drawing on responses to the CSE module of the 2022 <em>Aprender Assessment (</em>195.804 participants), the study characterizes the students’ exposure to CSE. The evaluation considers four analytical dimensions: the relevance, the universality, the comprehensiveness, and the cross-curricular integration of the contents received. The results reveal a gap between students’ widespread acknowledgment of the importance of CSE and its effective implementation, with disparities observed by sex, educational background of the household, and region. Moreover, there is a predominance of approaches focused on biology and health, to the detriment of dimensions related to affectivity, diversity, and rights.</p> Carla Arévalo Pablo De Grande Copyright (c) 2026 Carla Arévalo, Pablo De Grande https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 141 158 10.18537/mskn.17.01.09 Use of Generative AI and research skills in students of Computer Science Education https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6545 <p>This study aimed to analyze the relationship between the level of use of generative artificial intelligence and research skills in students of the Computer Science Education program at the National University of Loja. The research was conducted using a deductive method, with a quantitative approach, a descriptive-explanatory scope, and a non-experimental, cross-sectional field design. Data collection was carried out through a survey using a structured questionnaire validated with the Lawshe method and supplemented with statistical tests. The results showed a moderate and statistically significant positive relationship between the two variables (rho = 0.453; p &lt; 0.001). It is concluded that, in the studied population, a higher level of use of this technology is associated with higher levels of research skills, providing empirical evidence of its relevance in the context of higher education.</p> Nataly Elizabeth Sánchez Solano Marcos Gallegos Macías Copyright (c) 2026 Nataly Elizabeth Sánchez Solano, Marcos Gallegos Macías https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 159 174 10.18537/mskn.17.01.10 Development and Validation of a Student Self-Management Scale Among Filipino Grade 10 Students https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6557 <p>Student self-management is widely recognized as a key factor in fostering resilience, adaptability, and holistic student development; however, validated instruments for secondary-level learners remain limited, particularly in developing-country contexts. This study developed and validated the Student Self-Management Scale (SSMS) to assess self-regulation, stress resilience, and goal orientation among secondary school students. Following systematic item generation, expert validation, and pilot testing, data were collected from 346 Filipino secondary students, refining 113 initial items to 27 indicators. Psychometric analyses included internal consistency reliability, exploratory and confirmatory factor analyses, and concurrent validity testing using mathematics achievement. The SSMS demonstrated excellent overall internal consistency (α = .94). Exploratory factor analysis supported a three-component structure; however, confirmatory factor analysis indicated only partial and provisional model fit. The goal orientation dimension was represented by a single item, limiting its psychometric robustness. Concurrent validity with mathematics achievement was weak and should be interpreted cautiously, potentially reflecting both construct distinctiveness and limitations in the selected external criterion. Overall, the SSMS represents a preliminary but contextually grounded instrument, with further refinement needed to strengthen its structural validity and applicability in diverse educational settings.</p> Edison B. Lopez Copyright (c) 2026 Edison B. Lopez https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 175 192 10.18537/mskn.17.01.11 Navigating Diversity: Narratives on Diversity in Spanish University Websites https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6551 <p>Esta investigación, como diseño cualitativo exploratorio-descriptivo con análisis crítico del discurso multimodal, analiza la conceptualización de diversidad en las universidades españolas a partir del estudio de sus <em>websites</em> institucionales. Se estudian las páginas de servicios o estructuras administrativas que incorporan el término diversidad en su denominación, considerando su frecuencia, accesibilidad y localización en el mapa <em>web </em>(sistema interactivo), así como colectivos nombrados, las funciones vinculadas al acceso, aprendizaje y participación (sistema verbal) y las imágenes asociadas (sistema gráfico). El análisis multimodal se aplica a 41 servicios de 36 universidades públicas y privadas, identificados mediante un cribado sistemático, ofreciendo una primera cartografía crítica en que el sistema universitario español proyecta sus significados sobre diversidad en sus entornos digitales. Los resultados apuntan a una institucionalización parcial y poco transformadora de la diversidad, con un fuerte peso de la discapacidad frente a otras dimensiones.</p> Azahara Jiménez-Millán Raquel Vega-Durán Esther Márquez Lepe María García-Cano Torrico Copyright (c) 2026 Azahara Jiménez-Millán, Raquel Vega-Durán, Esther Márquez Lepe, María García-Cano Torrico https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 193 209 10.18537/mskn.17.01.12 Teaching staff research in humanities at a Peruvian university: a mixed study https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6584 <p>The aim of this study was to analyze the research conducted by humanities professors at a public university in Southern Peru. A mixed approach was used, following a combined qualitative and quantitative design. The sample was convenience-based and non-probabilistic, comprising 53 researchers in humanities. From a quantitative perspective, the study found that most teachers have knowledge of research methodology and the publication of scientific articles; they primarily use qualitative and mixed-methods approaches, and prefer to conduct research as co-authors.From a qualitative perspective, it was found that knowledge production is the main feature of the profile of researchers in the humanities. It is concluded that teachers in the humanities conduct research and contribute to scientific knowledge, although they face a number of disadvantages compared to other fields of human knowledge.</p> Evelyn-Paola Guillén-Chávez Aymé Barreda-Parra Juan-Luis Cabanillas-García María-Cruz Sánchez-Gómez Rosa Núñez-Pacheco Copyright (c) 2026 Evelyn-Paola Guillén-Chávez, Aymé Barreda-Parra, Juan-Luis Cabanillas-García, María-Cruz Sánchez-Gómez, Rosa Núñez-Pacheco https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 211 225 10.18537/mskn.17.01.13 Populist Radical Right and the SDGs: The Vox Electorate in Spain (2024–2025) https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6586 <p>Europe is experiencing the rise and consolidation of the populist radical right. This article analyzes the extent to which the attitudes and characteristics of the Vox electorate, identified in the literature as a representative of the populist radical right in Spain, may generate tensions in relation to the implementation of the 2030 Agenda, comparing them with those of the Partido Popular electorate in areas such as immigration, climate change, gender equality, and democratic attitudes. A mixed-methods approach was applied, combining a literature review with bivariate analysis of eight CIS surveys (2024–2025), using cross-tabulations and chi-square and Cramer's V tests. The results show that the Vox electorate exhibits higher levels of nativism, climate skepticism, critical positions toward feminism, and lower adherence to certain democratic principles than the Partido Popular electorate, configuring a system of attitudes that may come into tension with several SDGs. These differences could hinder the construction of the social and institutional consensus necessary to advance the 2030 Agenda.</p> Carlos Pablos Romero José Manuel Corrales Aznar Lucía Andaluz Antón Copyright (c) 2026 Carlos Pablos Romero, José Manuel Corrales Aznar, Lucía Andaluz Antón https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 227 240 10.18537/mskn.17.01.14 Measurement of technological maturity: empirical studies in a public treasury https://publicaciones.ucuenca.edu.ec/ojs/index.php/maskana/article/view/6649 <p>Digital transformation in the public sector requires measuring internal capabilities through a multidimensional approach to guide institutional improvement strategies. A quantitative, cross-sectional, descriptive-analytical study was conducted with a sample of 125 officials from the Treasury Subsecretariat of the Medellín Mayor's Office; maturity was operationalized through ten dichotomous dimensions aggregated on a [0,1] scale, estimating a composite index and a structural equation model with a unidimensional confirmatory factor analysis using robust estimation (MLR, Yuan–Bentler). The index indicated an intermediate maturity level of 50.32 points with high dispersion and heterogeneity. The CFA showed significant loadings and high reliability (α=0.829; ω=0.835), with innovation and cybersecurity showing the strongest associations. Conclusions: The index is communicable and converges with latent maturity (r=0.986), but alternative models should be evaluated before asserting full unidimensionality of the model.</p> Julián Alberto Uribe Gómez Jorge Iván Brand Ortiz Julián Esteban Murillo Martinez Copyright (c) 2026 Julián Alberto Uribe Gómez, Jorge Iván Brand Ortiz, Julián Esteban Murillo Martinez https://creativecommons.org/licenses/by-nc-sa/4.0/ 2026-06-30 2026-06-30 17 1 241 258 10.18537/mskn.17.01.15