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Search Results (281)

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Keywords = preservice training

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14 pages, 662 KiB  
Article
Influence of Teaching Efficacy and Competence on Life Satisfaction in Pre-Service Physical Education Teachers: Is There a Gender Difference?
by Ginés David López-García, María Carrasco-Poyatos, Rut López-Osca and Antonio Granero-Gallegos
Healthcare 2025, 13(16), 2055; https://doi.org/10.3390/healthcare13162055 - 20 Aug 2025
Viewed by 149
Abstract
Purpose: Grounded in Social Cognitive Theory and Self-Determination Theory, this study analyzed gender differences in the relationships between teachers’ sense of efficacy, basic psychological need satisfaction and frustration (competence), and life satisfaction among Physical Education (PE) pre-service teachers. Method: A sample [...] Read more.
Purpose: Grounded in Social Cognitive Theory and Self-Determination Theory, this study analyzed gender differences in the relationships between teachers’ sense of efficacy, basic psychological need satisfaction and frustration (competence), and life satisfaction among Physical Education (PE) pre-service teachers. Method: A sample of 368 PE pre-service teachers (Mage = 23.41 ± 2.37; 48.1% women) participated. A multi-group structural equation modeling approach was used. Results: Male participants reported significantly higher levels of competence satisfaction compared to their female counterparts. Teaching efficacy positively predicted life satisfaction, both directly and indirectly via competence satisfaction. Notably, the indirect effects were stronger among women, while direct effects were observed only in the female group. Conclusions: The findings emphasize the key role of competence satisfaction in explaining how teaching efficacy influences life satisfaction in pre-service teachers. Gender differences suggest that while both men and women benefit from feeling competent, the pathways differ, highlighting the importance of gender sensitive strategies in teacher education programs. Full article
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20 pages, 1673 KiB  
Article
Prospective Teachers’ Views on Mathematics Education Curriculum Transformation in Preschool in Latvia
by Dagnija Vigule and Ineta Helmane
Educ. Sci. 2025, 15(8), 1057; https://doi.org/10.3390/educsci15081057 - 18 Aug 2025
Viewed by 176
Abstract
The recent reform of the preschool curriculum in Latvia signifies a paradigm shift with the objective of fostering holistic skill development. The success of this implementation is largely attributed to the pivotal role played by teacher perspectives. The present study investigates the views [...] Read more.
The recent reform of the preschool curriculum in Latvia signifies a paradigm shift with the objective of fostering holistic skill development. The success of this implementation is largely attributed to the pivotal role played by teacher perspectives. The present study investigates the views of pre-service early childhood teachers in Latvia on the transformation of the preschool mathematics education curriculum following the reform in 2019. A descriptive research design was employed, involving 54 focus group discussions with 271 part-time students from the University of Latvia and its regional branches. During the focus group discussions, participants analyzed and compared the changes in aims, content, assessment practices, and instructional strategies in mathematics education at the preschool level across mathematics curricula. The findings indicate an increasing appreciation for clarity in instruction, age-appropriate design, and the shift towards interactive, skills-based strategies. While prospective teachers generally support the aim of the reform, there are evident gaps in their understanding of formative assessment, integration of parental involvement, and promotion of higher-order thinking and real-life problem-solving. The study emphasizes the significance of enhancing teacher training, curriculum design, and educational policy to facilitate effective and meaningful implementation of the revised mathematics curriculum in preschool contexts. Full article
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16 pages, 281 KiB  
Article
Modeling Concrete and Virtual Manipulatives for Mathematics Teacher Training: A Case Study in ICT-Enhanced Pedagogies
by Angela Ogbugwa Ochogboju and Javier Díez-Palomar
Information 2025, 16(8), 698; https://doi.org/10.3390/info16080698 - 17 Aug 2025
Viewed by 294
Abstract
This feature paper explores the comparative pedagogical roles of concrete and virtual manipulatives in preservice mathematics teacher education. Based on a design-based research (DBR) methodology, this study investigates the effects of tangible tools (e.g., base-ten blocks, fraction circles) and digital applications (e.g., GeoGebra [...] Read more.
This feature paper explores the comparative pedagogical roles of concrete and virtual manipulatives in preservice mathematics teacher education. Based on a design-based research (DBR) methodology, this study investigates the effects of tangible tools (e.g., base-ten blocks, fraction circles) and digital applications (e.g., GeoGebra Classic 6, Polypad) on preservice teachers’ problem solving, conceptual understanding, engagement, and instructional reasoning. Data were collected through surveys (n = 53), semi-structured interviews (n = 25), and classroom observations (n = 30) in a Spanish university’s teacher education program. Key findings show that both forms of manipulatives significantly enhance engagement and conceptual clarity, but are affected by logistical and digital access barriers. This paper further proposes a theoretically grounded model for simulating manipulatives through ICT-based environments, enabling scalable and adaptive mathematics teacher training. By linking constructivist learning theory, the Technologically Enhanced Learning Environment (TELE) framework, and simulation-based pedagogy, this model aims to replicate the cognitive, affective, and collaborative affordances of manipulatives in virtual contexts. Distinct from prior work, this study contributes an integrated theoretical and practical framework, contextualized through empirical classroom data, and presents a clear plan for real-world ICT-based implementation. The findings provide actionable insights for teacher educators, edtech developers, and policymakers seeking to expand equitable and engaging mathematics education through simulation and blended modalities. Full article
(This article belongs to the Special Issue ICT-Based Modelling and Simulation for Education)
21 pages, 264 KiB  
Article
Pre-Service Early Childhood Teachers’ Perceptions of Critical Thinking and Sustainability: A Comparative Study Between Spain and Poland
by Lourdes Aragón, Robert Opora and Juan Casanova
Sustainability 2025, 17(15), 7129; https://doi.org/10.3390/su17157129 - 6 Aug 2025
Viewed by 398
Abstract
This study explores the perceptions of future educators, specifically Early Childhood Education students at the Universities of Cádiz and Gdansk, regarding the interconnections between critical thinking and sustainability. The work aims to provide valuable insights into general teacher training, examining how these students’ [...] Read more.
This study explores the perceptions of future educators, specifically Early Childhood Education students at the Universities of Cádiz and Gdansk, regarding the interconnections between critical thinking and sustainability. The work aims to provide valuable insights into general teacher training, examining how these students’ experiences are contextualized within their respective educational systems and cultural contexts. To achieve this, eleven group interviews (three in Cádiz, eight in Gdansk) were conducted using a structured and expert-validated script. The transcribed data were qualitatively analyzed using QDA MINER v.6 software. Key findings reveal divergent perceptions of critical thinking among pre-service teachers: while Spanish students leaned towards a subjective understanding, Polish students emphasized an objective, data-driven approach. This distinction has significant implications for the conceptualization and teaching of critical thinking in educator training. Despite these differences, both groups of participants highlighted the necessity of implementing active methodologies in higher education (such as cooperative learning, problem-solving, and debates) to foster critical thinking, both for their own development and for preparing for their future practice with young children. This study also identified an excessive emphasis on theoretical aspects of sustainability in these future teachers’ training and a limited understanding of their practical application in the classroom. Furthermore, explicit connections between critical thinking and sustainability were scarce in student responses, highlighting a gap in current educator training in these areas. Collectively, the results suggest significant weaknesses in current teacher training efforts regarding the development of critical thinking and its effective integration with sustainability competencies. Full article
21 pages, 1003 KiB  
Article
Anxiety Levels in Teachers of Initial English Language Training in Ecuador
by Johanna Elizabeth Bello Piguave, Nahia Idoiaga-Mondragon, Jhonny Saulo Villafuerte Holguin, Aitor Garagarza and Israel Alonso
Educ. Sci. 2025, 15(8), 972; https://doi.org/10.3390/educsci15080972 - 29 Jul 2025
Viewed by 383
Abstract
Anxiety is a significant mental health concern in universities worldwide. This study examines the structure of anxiety symptoms and their relationship with contextual stressors among pre-service English teachers. The sample included 269 students enrolled in a Teaching English as a Foreign Language program [...] Read more.
Anxiety is a significant mental health concern in universities worldwide. This study examines the structure of anxiety symptoms and their relationship with contextual stressors among pre-service English teachers. The sample included 269 students enrolled in a Teaching English as a Foreign Language program at a public university in Manabí, Ecuador. Data were collected using the Zung Self-Rating Anxiety Scale and a custom-designed questionnaire identifying anxiety triggers. Results showed that while most students reported normal or mild anxiety levels, a considerable portion exhibited moderate to severe symptoms. Cluster analysis revealed three emotional profiles, with the high-anxiety group strongly associated with stressors such as economic hardship and job insecurity. Academic pressure and financial instability emerged as the strongest predictors of anxiety. These findings highlight the urgent need to develop and evaluate targeted psycho-educational strategies to prevent and reduce anxiety within teacher training programs in higher education. Full article
(This article belongs to the Special Issue Stress Management and Student Well-Being)
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23 pages, 2259 KiB  
Article
Pre-Service Physics Teachers’ Perceptions of Interdisciplinary Teaching: Confidence, Challenges, and Institutional Influences
by Elmira Kozhabekova, Fariza Serikbayeva, Zhadyra Yermekova, Saule Nurkasymova and Nuri Balta
Educ. Sci. 2025, 15(8), 960; https://doi.org/10.3390/educsci15080960 - 25 Jul 2025
Viewed by 485
Abstract
Interdisciplinary teaching plays an important role in modern physics education by improving students’ understanding, problem-solving skills, and engagement through the integration of multiple disciplines. This study examines pre-service physics teachers’ perceptions of interdisciplinary teaching, focusing on their confidence in implementing interdisciplinary approaches, perceived [...] Read more.
Interdisciplinary teaching plays an important role in modern physics education by improving students’ understanding, problem-solving skills, and engagement through the integration of multiple disciplines. This study examines pre-service physics teachers’ perceptions of interdisciplinary teaching, focusing on their confidence in implementing interdisciplinary approaches, perceived benefits, and the challenges they expect. A Likert-scale survey was administered to 292 pre-service teachers from two universities in Kazakhstan. Findings indicate that students’ confidence in interdisciplinary teaching increases over time, while their recognition of its benefits remains consistently high across all academic years. However, barriers such as lack of training and feeling unprepared persist, even at the master’s level, indicating the need for structured interdisciplinary training. Institutional differences significantly impact students’ perceptions, with students from one university showing higher confidence levels than those from another, showing variations in curriculum and support systems. Gender differences in confidence were minimal. Additionally, perceptions of interdisciplinary teaching do not follow a linear trajectory, as students in their second and third years experienced a temporary decline in confidence before recovering in later years. Our findings indicate the need for structured interdisciplinary training in teacher education programs, institutional support to reduce disparities in confidence levels, targeted interventions during academic transitions, and ongoing professional development to address persistent barriers. Full article
(This article belongs to the Section STEM Education)
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25 pages, 832 KiB  
Article
The Effect of Bug-in-Ear eCoaching on Pre-Service Teachers’ Implementation of Functional Communication Training
by Melih Çattık, Esra Orum-Çattık and Ahmet İlkhan Yetkin
Behav. Sci. 2025, 15(7), 989; https://doi.org/10.3390/bs15070989 - 21 Jul 2025
Viewed by 393
Abstract
The study examined the effect of BIE eCoaching on the functional communication training (FCT) implementation skills of pre-service teachers (PTs) and the effect of FCT implemented by PTs on reducing problem behaviors and increasing communication skills of children with autism spectrum disorder (ASD). [...] Read more.
The study examined the effect of BIE eCoaching on the functional communication training (FCT) implementation skills of pre-service teachers (PTs) and the effect of FCT implemented by PTs on reducing problem behaviors and increasing communication skills of children with autism spectrum disorder (ASD). After the intervention, it was examined whether PTs and children with ASD maintained and generalized the acquired behaviors. Moreover, PTs answered a social validity form before and after the intervention. The methodology of this study involved single-subject research with a multiple-probe design between pairs of participants. The BIE eCoaching intervention was effective in children with ASD’s use, maintenance, and generalization of FCT. FCT was effective in reducing problem behaviors, increasing communication skills, and maintaining and generalizing these skills in children with ASD. Social validity findings showed that PTs’ perceptions of BIE eCoaching changed positively at the end of the intervention. Full article
(This article belongs to the Section Educational Psychology)
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13 pages, 219 KiB  
Article
Teachers’ Understanding of Implementing Inclusion in Mainstream Classrooms in Rural Areas
by Medwin Dikwanyane Sepadi
Educ. Sci. 2025, 15(7), 889; https://doi.org/10.3390/educsci15070889 - 11 Jul 2025
Viewed by 431
Abstract
This study explores teachers’ understanding and implementation of inclusive education in a rural mainstream secondary school in Limpopo Province, South Africa. Grounded in the inclusive pedagogy framework, the research employed a qualitative approach, combining classroom observations and semi-structured interviews with three purposively selected [...] Read more.
This study explores teachers’ understanding and implementation of inclusive education in a rural mainstream secondary school in Limpopo Province, South Africa. Grounded in the inclusive pedagogy framework, the research employed a qualitative approach, combining classroom observations and semi-structured interviews with three purposively selected teachers. Findings revealed a significant disconnect between teachers’ conceptual support for inclusion and their classroom practices, which remained largely traditional and undifferentiated. Teachers expressed narrow or fragmented understandings of inclusion, often equating it solely with disability integration, and cited systemic barriers such as overcrowding, rigid curricula, and inadequate training as key challenges. Despite emotional discomfort and pedagogical insecurity, participants demonstrated a willingness to adopt inclusive strategies if provided with contextualised professional development and systemic support. The study underscores the need for strengthened pre-service and in-service teacher training, curriculum flexibility, and resource provision to bridge the policy-practice gap in rural inclusive education. Recommendations include collaborative learning communities, stakeholder engagement, and further research to advance equitable implementation. Full article
26 pages, 15354 KiB  
Article
Transforming Physics Teacher Training Through ChatGPT: A Study on Usability and Impact
by Marcos Guerrero-Zambrano, Leonor Sanchez-Alvarado, Bryan Valarezo-Chamba and Erick Lamilla-Rubio
Educ. Sci. 2025, 15(7), 887; https://doi.org/10.3390/educsci15070887 - 11 Jul 2025
Viewed by 878
Abstract
Teacher training in Physics often faces challenges related to engaging students and conveying abstract concepts effectively. Generative AI tools, such as ChatGPT, present transformative opportunities for designing innovative and tailored educational activities. This study investigates the impact of ChatGPT on pre-service Physics teacher [...] Read more.
Teacher training in Physics often faces challenges related to engaging students and conveying abstract concepts effectively. Generative AI tools, such as ChatGPT, present transformative opportunities for designing innovative and tailored educational activities. This study investigates the impact of ChatGPT on pre-service Physics teacher training, focusing on its usability, effectiveness, and influence on participant satisfaction. Utilizing a quantitative research approach, two Likert-scale surveys were administered to 24 prospective Physics teachers in Ecuador, both before and after an intervention workshop. The workshop introduced participants to ChatGPT’s features and its applications in designing playful, Physics-focused learning activities. Results indicated a significant increase in familiarity with AI tools, enhanced activity design quality, and high satisfaction rates. Notably, 79% of participants highlighted ChatGPT’s utility in adapting activities to diverse learning levels, and 83% acknowledged its efficiency in reducing preparation time. These findings underscore ChatGPT’s potential to revolutionize Physics education by facilitating the creation of personalized and engaging learning resources. Future research should explore larger sample sizes and longitudinal impacts to fully realize the implications of AI-driven tools in educational contexts. Full article
(This article belongs to the Topic Artificial Intelligence in Early Childhood Education)
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29 pages, 337 KiB  
Article
Reimagining Chemistry Education for Pre-Service Teachers Through TikTok, News Media, and Digital Portfolios
by Juan Peña-Martínez, Minghui Li, Ana Cano-Ortiz, Sara García-Fernández and Noelia Rosales-Conrado
Appl. Sci. 2025, 15(14), 7711; https://doi.org/10.3390/app15147711 - 9 Jul 2025
Viewed by 560
Abstract
This study explores the integration of digital media tools—specifically TikTok, online press news analysis, and digital portfolios—into pre-service chemistry teacher education to enhance student engagement, foster conceptual understanding, and highlight the relevance of chemistry in society. The educational intervention involved 138 pre-service teachers [...] Read more.
This study explores the integration of digital media tools—specifically TikTok, online press news analysis, and digital portfolios—into pre-service chemistry teacher education to enhance student engagement, foster conceptual understanding, and highlight the relevance of chemistry in society. The educational intervention involved 138 pre-service teachers who analysed digital news articles to reflect on the societal and environmental implications of chemistry, promoting media literacy and awareness of socioscientific issues. Additionally, they created short-form TikTok videos, using social media to communicate scientific concepts creatively and interactively. All participants compiled their work into digital portfolios, which served as both a reflective and integrative tool. A post-course Likert-scale questionnaire (N = 77) revealed high overall satisfaction with the methodology, with 94.8% valuing the news analysis activity and 59.7% finding TikTok particularly engaging. Despite some limitations regarding access to technical infrastructure, the findings indicate that incorporating Information and Communication Technology (ICT) in this manner supports motivation, meaningful learning, and the development of key teaching competencies. This case study contributes practical insights into ICT use in science education. Full article
(This article belongs to the Section Computing and Artificial Intelligence)
18 pages, 890 KiB  
Article
The Effects of Classroom Management Efficacy on Interest Development in Guided Role-Playing Simulations for Sustainable Pre-Service Teacher Training
by Suhyun Ki, Sanghoon Park and Jeeheon Ryu
Sustainability 2025, 17(14), 6257; https://doi.org/10.3390/su17146257 - 8 Jul 2025
Cited by 1 | Viewed by 778
Abstract
Classroom management is an essential yet frequently under-practiced competency in undergraduate teacher education, with important implications for sustainable teacher preparation. This study investigated whether pre-service teachers who feel more capable of managing classrooms also engage more deeply with simulation-based training. Fifty-seven Korean pre-service [...] Read more.
Classroom management is an essential yet frequently under-practiced competency in undergraduate teacher education, with important implications for sustainable teacher preparation. This study investigated whether pre-service teachers who feel more capable of managing classrooms also engage more deeply with simulation-based training. Fifty-seven Korean pre-service teachers (15 men, 42 women), all undergraduate students enrolled in a secondary teacher education program at a college of education, completed a five-item classroom-management-efficacy scale, then experienced a 15 min branching simulation that required choosing recognition, punishment, or aggression strategies in response to a disrespectful virtual student. Interest was assessed immediately afterwards with a 24-item instrument covering the four phases of the interest-development model (triggered situational, maintained situational, emerging individual, and well-developed individual). A post-test comparative design and MANOVA revealed that efficacy level had a significant multivariate effect on overall interest (Wilks Λ = 0.78, p = 0.029, partial η2 = 0.12). Scheffe contrasts showed that high-efficacy participants outscored their low-efficacy peers on maintained situational and emerging individual interest, p < 0.05, and surpassed the middle-efficacy group in three of the four phases. Repeated measures ANOVA confirmed a general decline from situational to individual interest across all groups (F (3, 52) = 9.23, p < 0.01), underscoring the difficulty of converting short-term curiosity into lasting commitment. These findings position classroom-management efficacy as a key moderator of engagement and support the use of adaptive simulations as sustainable tools for teacher education. By tailoring challenge levels and feedback to participants’ efficacy, guided simulations can foster deeper engagement and promote individualized growth—helping build resilient and well-prepared educators. Full article
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19 pages, 441 KiB  
Article
Does Community Engagement Boost Pre- and In-Service Teachers’ 21st-Century Skills? A Mixed-Method Study
by Khaleel Alarabi, Badriya AlSadrani, Hassan Tairab, Othman Abu Khurma and Nabeeh Kasasbeh
Soc. Sci. 2025, 14(7), 410; https://doi.org/10.3390/socsci14070410 - 29 Jun 2025
Viewed by 475
Abstract
This study investigated community engagement in developing the 21st-century skills of pre-service and in-service teachers in the context of four skills: communication, creative thinking, collaboration, and critical thinking. It focused specifically on the effectiveness of community engagement in promoting the 4Cs for pre- [...] Read more.
This study investigated community engagement in developing the 21st-century skills of pre-service and in-service teachers in the context of four skills: communication, creative thinking, collaboration, and critical thinking. It focused specifically on the effectiveness of community engagement in promoting the 4Cs for pre- and in-service teachers and whether such effectiveness differs between pre-service and in-service teachers. This study used a sequential mixed-methods design. A quantitative survey of 160 pre-service and 80 in-service teachers in Abu Dhabi was conducted followed by purposeful qualitative interviews with 20 pre-service teachers. The instrument was adapted from an existing 21st century skills measures. Quantitative data were described using descriptive statistics and analyzed using inferential statistics. The interview transcripts were analyzed. The findings showed that in-service teachers’ performance was better than that of pre-service teachers in all four elements of 21st-century skills, with significant disparities recorded in critical thinking and collaboration, possibly because of field experience. These qualitative results show that community engagement promotes the 4Cs by allowing teachers to apply theoretical knowledge in field contexts and sharpen problem-solving, communication, and teamwork skills. Nevertheless, challenges such as limited resources and time must be compensated for with better initiatives that organizations can employ to promote community engagement activities. This study suggests that using social engagement activities in teacher training is a fruitful way to address this skill gap. This provides implications for teacher preparation and the infusion of community engagement into teachers’ training to foster the 21st-century development of competencies in teachers-to-be. Full article
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16 pages, 793 KiB  
Review
A Review of the Implementation of Technology-Enhanced Heutagogy in Mathematics Teacher Education
by Angel Mukuka and Benjamin Tatira
Educ. Sci. 2025, 15(7), 822; https://doi.org/10.3390/educsci15070822 - 28 Jun 2025
Viewed by 663
Abstract
Low achievement in mathematics across educational levels has long been a concern for researchers. Recent evidence points to equipping teachers with skills and competencies that align with the demands of the modern, technology-rich world. This systematic review explored how technology-facilitated heutagogical practices contribute [...] Read more.
Low achievement in mathematics across educational levels has long been a concern for researchers. Recent evidence points to equipping teachers with skills and competencies that align with the demands of the modern, technology-rich world. This systematic review explored how technology-facilitated heutagogical practices contribute to the professional development of preservice and in-service mathematics teachers. Drawing on 21 empirical studies published between 2017 and 2024, this review identified three major findings. First, technology-enhanced heutagogical practices promote teaching skills by fostering learner autonomy, self-reflection, and professional identity development. Second, tools such as mobile apps, Massive Open Online Courses (MOOCs), adaptive learning platforms, and collaborative digital environments support the integration of heutagogical principles. Third, implementation is challenged by limited digital access, institutional constraints, and the need for gradual adaptation to self-determined learning models. These findings prove the need for policy and institutional investment in digital infrastructure, blended learning models, and teacher support. Theoretically, this study affirms heutagogy as a relevant pedagogical approach for preparing mathematics teachers in dynamic learning contexts. There is also a need for more empirical studies to investigate scalable models for technology-driven heutagogy, especially in resource-constrained settings. Full article
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22 pages, 639 KiB  
Article
Learning Engagement and Professional Identity Among Pre-Service Teachers: The Sequential Mediating Role of Adaptability and Self-Concept
by Xiaoli Ye, Tingting Cheng and Wei Yang
Behav. Sci. 2025, 15(7), 881; https://doi.org/10.3390/bs15070881 - 27 Jun 2025
Viewed by 1800
Abstract
The fostering of professional identity among pre-service teachers has emerged as a pivotal research focus in contemporary pedagogical studies. Significantly, learning engagement is a core component of pre-service teachers’ training during their education stage. A survey involving 632 pre-service teachers from China was [...] Read more.
The fostering of professional identity among pre-service teachers has emerged as a pivotal research focus in contemporary pedagogical studies. Significantly, learning engagement is a core component of pre-service teachers’ training during their education stage. A survey involving 632 pre-service teachers from China was conducted. It employed a sequential mediating model to explore how learning engagement relates to professional identity within the potential roles of adaptability and self-concept. The results indicated that pre-service teachers’ learning engagement was significantly related to professional identity. Specifically, adaptability and self-concept were not only independent mediators in the relationship between learning engagement and professional identity but also sequential mediators. The empirical evidence demonstrates that pre-service teachers who have a high degree of learning engagement are inclined to exhibit greater adaptability and a stronger self-concept, which can strengthen their professional identity. Full article
(This article belongs to the Special Issue Behaviors in Educational Settings—2nd Edition)
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22 pages, 958 KiB  
Article
Validation of a Spanish-Language Scale on Data-Driven Decision-Making in Pre-Service Teachers
by Fabián Sandoval-Ríos, Carola Cabezas-Orellana and Juan Antonio López-Núñez
Educ. Sci. 2025, 15(7), 789; https://doi.org/10.3390/educsci15070789 - 20 Jun 2025
Viewed by 661
Abstract
This study validates a Spanish-language instrument designed to assess self-efficacy, digital competence, and anxiety in data-driven decision-making (DDDM) among pre-service teachers. Based on the 3D-MEA and the Beliefs about Basic ICT Competencies scale, the instrument was culturally adapted for Chile and Spain. A [...] Read more.
This study validates a Spanish-language instrument designed to assess self-efficacy, digital competence, and anxiety in data-driven decision-making (DDDM) among pre-service teachers. Based on the 3D-MEA and the Beliefs about Basic ICT Competencies scale, the instrument was culturally adapted for Chile and Spain. A sample of 512 participants underwent exploratory factor analysis (EFA) and confirmatory factor analysis (CFA). Given the ordinal nature of the data and the assumption of non-normality, appropriate estimation methods were utilized. Results supported a well-defined four-factor structure: Interpretation and Application, Technology, Identification, and Anxiety. Factor loadings ranged from 0.678 to 0.869, and internal consistency was strong (α = 0.802–0.888). The CFA confirmed good model fit (χ2 (129) = 189.25, p < 0.001; CFI = 0.985; TLI = 0.981; RMSEA = 0.041; SRMR = 0.061). Measurement invariance was established across gender and nationality, reinforcing the validity of cross-group comparisons. The study is framed within an educational context aligned with socioformative principles and sustainable education goals, which support reflective and ethical data use. This validated tool addresses the lack of culturally adapted and psychometrically validated instruments for assessing DDDM competencies in Spanish-speaking contexts, offering a culturally and linguistically relevant instrument with strong internal consistency and a well-supported factor structure. It supports the design of formative strategies in teacher education, enabling the identification of training needs and promoting evidence-based pedagogical decision-making in diverse Hispanic contexts. Future studies should test factorial invariance across additional contexts and explore longitudinal applications. Full article
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