Publication Search

80,083 articles from 753 journals · 2,111 citations tracked

Showing 1-20 of 411

Analytics

Nurhaswinda Nurhaswinda; Yuli Mariana Br Regar; Nabila Okidwi Ramadhani. S; Marsha Angelia Anjani; Herdiana Suryani +3 more

Jurnal Arjuna : Publikasi Ilmu Pendidikan, Bahasa dan Matematika 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

The rapid advancement of digital technology has significantly transformed various aspects of human life, including the education sector. In the Society 5.0 era, educational institutions are expected to integrate digital technologies into learning processes to develop adaptive, innovative, and globally competitive human resources. This study aims to analyze digital technology-based learning innovations in improving educational quality, identify their potential benefits, and examine the challenges and strategies for optimizing their implementation. This research employed a qualitative descriptive approach through a literature review by analyzing relevant academic sources, including scholarly journals, books, conference proceedings, and other scientific publications. The findings indicate that digital learning innovations are implemented through the utilization of Learning Management Systems (LMS), Artificial Intelligence (AI), Augmented Reality (AR), Virtual Reality (VR), interactive learning media, blended learning, and flipped classroom models. These technologies contribute to enhancing learning effectiveness, expanding educational accessibility, increasing student motivation and engagement, and fostering essential twenty-first-century competencies. Nevertheless, several challenges remain, including digital inequality, inadequate technological infrastructure, limited digital competencies among educators, and concerns related to digital ethics and cybersecurity. Therefore, effective implementation requires comprehensive strategies, such as strengthening teachers' digital competencies, improving educational infrastructure, developing adaptive curricula, integrating innovative learning media, and promoting digital literacy and ethical awareness. These efforts are expected to support the development of a more adaptive, inclusive, and high-quality education system that aligns with the demands of the Society 5.0 era.

Tri Dewi Fatimah; Nasokah Nasokah; Ali Mu`tafi

Mutiara : Jurnal Penelitian dan Karya Ilmiah 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to describe the management of the Tahfidz Al-Qur'an Program, identify the supporting and inhibiting factors in its implementation, and analyze its contribution to improving educational quality at SD Qurrota 'Ayun Kalibeber Wonosobo. A qualitative approach with a field research design was employed. Data were collected through observations, interviews, and documentation involving the principal, tahfidz coordinator, tahfidz teachers, classroom teachers, students, and parents. Data were analyzed using the Miles and Huberman model, including data reduction, data display, and conclusion drawing. The findings show that the Tahfidz Al-Qur'an Program has been systematically managed through the functions of planning, organizing, actuating, and controlling. Planning includes determining memorization targets, preparing the curriculum, scheduling activities, selecting learning methods, assigning qualified teachers, and establishing evaluation procedures. Organizing involves a clear distribution of responsibilities among school stakeholders and parents. Program implementation consists of tahsin, memorization submission, muraja'ah, and periodic evaluations, while monitoring is conducted through memorization assessments, evaluation meetings, and progress reports to parents. Supporting factors include the principal’s commitment, competent tahfidz teachers, parental involvement, and a religious school environment. Inhibiting factors include differences in students’ abilities, limited muraja'ah at home, time constraints, and fluctuating learning motivation. The program contributes to educational quality by strengthening religious character, improving academic achievement, fostering school discipline, and increasing public trust in the institution.

Nabila Julia; Joel Faruk Sofyan

Ebisnis Manajemen 2026 Fakultas Ekonomi & Bisnis, Universitas Nusa Nipa

Employee performance is essential to organizational success, particularly in the service industry, where service quality depends heavily on employees’ capabilities and workplace conditions. This study examines the effects of a learning organization culture and the work environment on employee performance, with job satisfaction as a mediating variable among service sector employees in West Jakarta. A quantitative causal approach was employed using an online questionnaire distributed through purposive sampling, resulting in 210 valid respondents. Data were analyzed using Partial Least Squares–Structural Equation Modeling (PLS-SEM) with SmartPLS. The findings reveal that both a learning organization culture and a positive work environment have significant positive effects on job satisfaction. In addition, learning organization culture, work environment, and job satisfaction each positively and significantly influence employee performance. Job satisfaction also mediates the relationships between learning organization culture, work environment, and employee performance. These results suggest that organizations can improve employee performance by strengthening continuous learning practices, creating supportive working conditions, and enhancing employee satisfaction. The study contributes to the human resource management literature and provides practical guidance for organizations seeking sustainable performance through employee-centered management strategies.

Asep Soegiarto; Mentari Anugrah Imsa; Indah Fajar Rosalina; Qoryna Noer Seyma El Farabi; Afina Ruqayyah

Jurnal Pengabdian Masyarakat Sains dan Teknologi 2026 Fakultas Teknik Universitas Cenderawasih

This community service program (PkM) aims to enhance the digital literacy of teachers and students at Pondok Pesantren Al-Wathoniyah Pusat Putri Klender, East Jakarta, particularly in verifying digital news and content amid pervasive disinformation. Key problems identified include low digital verification competency among senior teachers, limited use of fact-checking tools, and the absence of systematic information management mechanisms within the pesantren. The activity was held on June 10, 2026, employing a blended learning approach combining interactive lectures, hands-on training, and continuous mentoring. Training modules covered: (1) digital literacy for teachers, (2) mitigation of religious information distortion, (3) critical media literacy, (4) videography skills, and (5) content marketing grounded in Islamic values. Thirty teachers and senior students participated. Key outputs include enhanced digital literacy competencies among participants, the Smart Teacher Guidelines module, a donated photography studio equipment set, and national media coverage (JPNN.com). Evaluation results demonstrate significant improvement in participants' understanding of digital information verification, positive content production capability, and motivation to use technology responsibly. This program contributes to SDGs No. 4 (Quality Education), SDGs No. 9 (Innovation), SDGs No. 10 (Reduced Inequalities), and SDGs No. 17 (Partnerships), as well as supporting IKU 3, IKU 5, and IKU 6 of Universitas Negeri Jakarta.

Syarifah Nur; Elviana Elviana; Halim Ersya Putra

Perspektif: Jurnal Pendidikan dan Ilmu Bahasa 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Conflict is an inevitable phenomenon in educational environments due to differences in characteristics, interests, perceptions, and goals among school members. If not managed properly, conflict can disrupt the learning process, weaken social relationships, and negatively affect educational quality. This study aims to analyze the role of collaborative conflict management in improving the quality of education in madrasahs and schools. The research employed a qualitative approach using a library research method by reviewing various books, scientific journals, and relevant literature related to conflict management and education. The findings indicate that collaborative conflict management, implemented through effective communication, deliberation, discussion, negotiation, and cooperation, can facilitate constructive and sustainable conflict resolution. Furthermore, the application of collaborative conflict management contributes to strengthening cooperation among school members, creating a harmonious and conducive learning environment, and improving teacher performance as well as student learning outcomes. School principals play a strategic role as mediators and facilitators in guiding conflict resolution processes fairly and participatively. Therefore, collaborative conflict management can serve as an effective strategy for enhancing educational quality and fostering a positive educational climate in madrasahs and schools.

Nayla Desviona; Lizabeth Sari Dewi; Asramid Yasin; Mario Zulhadi Amrullah; Viola Novaryca +3 more

Jurnal Pengabdian Masyarakat Sains dan Teknologi 2026 Fakultas Teknik Universitas Cenderawasih

Nutritional problems among school-age children remain an important challenge in human resource development in Indonesia. Adequate nutritional status is essential for supporting physical growth, cognitive development, learning achievement, and future productivity. Schools play a strategic role in promoting children's health through nutritional monitoring and educational interventions, particularly during the implementation of the Free Nutritious Meal Program (MBG). This community service activity aimed to monitor students’ nutritional status and strengthen awareness of the importance of nutrition as a foundation for human resource development. The activity was conducted on April 5–6, 2026, at SD Negeri 09 Jambi City and involved 261 students from grades I to III. A school-based assistance approach was implemented through anthropometric measurements, including body weight and height assessments, followed by balanced nutrition education. The findings revealed that 77.0% of students had normal nutritional status, while 8.8% were undernourished, 9.6% were overweight, and 4.6% were classified as obese. The activity also increased school awareness regarding the importance of continuous nutritional monitoring and evidence-based health management. These findings suggest that school-based nutritional monitoring can support the implementation of the Free Nutritious Meal Program and serve as an initial effort to strengthen human resource development by fostering healthier, more productive, and higher-quality future generations.

Ayu Lestari; Aisyah Alqurani; Aisyah Alqurani; Risa Angelia; Sara Eriza +2 more

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

This study aims to analyze the effect of homework load and extended study hours on students’ learning stress levels. The background of this research is based on increasing academic demands that may affect students’ psychological conditions. This study employs a qualitative approach with data collected through observation and interviews. The results indicate that excessive homework load and prolonged study duration significantly contribute to higher levels of learning stress. Students tend to experience physical and mental fatigue, decreased motivation, and difficulty managing time between study and rest. In addition, pressure to achieve high academic performance further exacerbates stress levels. Other factors such as lack of environmental support and less varied teaching methods also influence students’ stress. Furthermore, students often report feelings of anxiety and emotional exhaustion when academic tasks accumulate without adequate rest periods. This condition not only affects their psychological well-being but also reduces concentration and learning effectiveness in the classroom. Therefore, balanced learning load management, appropriate task distribution, and more effective and humanistic teaching strategies are needed to reduce learning stress and improve the quality of education. Schools and educators are encouraged to consider students’ cognitive capacity and mental health in designing assignments and study schedules to create a more supportive learning environment.

Upi Urpiyah; Marthia Ikhlasiah; Lastri Lastri

Jurnal Praba : Jurnal Rumpun Kesehatan Umum 2026 STIKES Columbia Asia Medan

The Free Nutritious Meal Program (MBG) is a free school lunch initiative in Indonesia introduced during the administration of Prabowo Subianto. This study aims to examine the effectiveness of the government's MBG (Free Nutritious Meal) program on kindergarten students' learning interest through a literature review approach. The background of this study is based on the issue of low student learning interest, which is influenced not only by pedagogical factors but also by physical conditions, particularly nutritional intake. This research employed a qualitative approach using a literature review method. The data sources consisted of scientific articles published within the last five years and accessed through Google Scholar. Data were collected through documentation studies, while thematic synthesis was used for data analysis. The findings indicate that the MBG program has a significant positive impact on improving students' learning interest, particularly in terms of attention, motivation, participation, and attendance. The results also reveal that meeting students' physiological needs contributes to their cognitive and emotional readiness to learn. However, the effectiveness of the program is influenced by the quality of its implementation and management in the field. Therefore, more optimal program management and continuous evaluation are needed to maximize its impact on improving the quality of learning.

Irmawati Tahir; Nurasia Natsir; Firdaus Firdaus

International Journal of Educational Research 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

In the Education 4.0 era, schools face unprecedented challenges in managing teacher performance effectively. Traditional top-down performance management systems have proven inadequate for fostering continuous professional growth, intrinsic motivation, and adaptive teaching competencies required in increasingly technology-driven learning environments. This study aims to develop, validate, and assess the effectiveness of a School-Based Performance Management (SBPM) model designed to enhance teacher effectiveness across cognitive, affective, and pedagogical dimensions. Using a Research and Development (R&D) design following the ADDIE framework, the study was conducted in three phases: needs analysis, model development, and model validation. Participants included 12 school principals, 186 teachers, and 8 education experts from 24 public secondary schools in [Province, Country]. Validation by experts yielded a content validity index (CVI) of 0.91. Implementation resulted in statistically significant improvements in teacher effectiveness scores (t = 8.74, p < 0.001, Cohen's d = 1.23), digital pedagogy competency (mean increase = 22.4%), and student learning outcomes (mean improvement = 17.8%). The SBPM model provides a contextually responsive, evidence-based framework that empowers schools to manage teacher performance collaboratively, fostering professional accountability and sustainable instructional quality in Education 4.0.

Nur Vika Zahara; Halimatussadiah Maulidya Ulfa; Muhammad Kaulan Karima

This research was motivated by the importance of public relations management in building cooperation among schools, parents, and communities to support the improvement of educational quality in elementary schools. This study aimed to analyze public relations management in increasing parent and community participation in elementary schools. The research used a qualitative approach with a descriptive research design. Data collection techniques were conducted through interviews, observations, and documentation involving the principal, teachers, parents, and community members as informants. Data analysis was carried out through data reduction, data presentation, and conclusion drawing. The results showed that public relations management was implemented through direct communication in parent meetings, the use of digital media such as WhatsApp Groups, parental involvement in school activities, and collaboration with the community in supporting educational programs. Parent participation was reflected in mutual cooperation activities, assisting students’ learning, and supporting school programs. The obstacles found included parents’ limited time, low digital literacy among some parents, and the lack of optimal evaluation of school public relations programs. The implications of this study indicate that effective public relations management can increase parent and community involvement in supporting the educational process in elementary schools.

Amanda Syabila Putri Maulana; Diyani Diyani; Irfan Maulana; Muhammad Faisal Arrayan

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

In the era of the Industrial Revolution 4.0 and Society 5.0, digital technology is developing rapidly. This has prompted the world of education to make major changes in learning methods, including in Islamic Religious Education (PAI). Until now, PAI has used outdated methods. These methods are inadequate to meet the needs of children who are accustomed to technology. Therefore, there is a need for technology integration in the learning process. This study aims to determine how to use E-Learning, Learning Management Systems (LMS), and Artificial Intelligence (AI) in PAI learning. This study also aims to determine the benefits, challenges, and strategies for implementing these technologies. This study used a qualitative approach with a literature review type. Data were obtained from various sources, such as books, scientific articles, journals, and relevant documents. The results show that the use of E-Learning, LMS, and AI can improve the quality of PAI learning. E-Learning makes learning easier and more flexible. LMS helps manage learning more systematically. AI helps make learning more personalized and tailored to students' needs. However, the implementation of these technologies still faces several challenges, such as limited infrastructure and low digital skills of teachers and students. Therefore, a strategy is needed to address these challenges. This strategy includes enhancing digital capabilities, strengthening technological infrastructure, developing innovative learning media, and monitoring the use of technology based on Islamic values. This will ensure optimal integration of technology into Islamic Religious Education learning.

Ilham Afif; Mohammad Aquallurrizal; Arza Lubaib Almuna; Farchatul Maru`ah

Jurnal Bintang Pendidikan Indonesia 2026 Pusat Riset dan Inovasi Nasional

This study was conducted based on observational findings indicating that educational institutions need to implement appropriate educational marketing management strategies to enhance their attractiveness amid increasing competition. The purpose of this study is to analyze educational marketing management strategies used to attract prospective students and to identify factors influencing their effectiveness. This research employed a qualitative approach, with observation, interviews, and documentation serving as data collection techniques. The collected data were analyzed through data reduction, data presentation, and conclusion drawing. The findings reveal that educational marketing strategies are implemented through promotional program planning, utilization of information media, improvement of educational service quality, strengthening of institutional image, and collaboration between schools and the community. A well-planned and sustainable marketing system has been shown to increase public trust in educational institutions. Furthermore, students’ interest in choosing an educational institution is influenced by the quality of educational programs, supporting facilities, school reputation, learning environment, and information accessibility through various media. The study findings indicate that effective implementation of educational marketing management strategies can enhance institutional competitiveness and increase student enrollment. Therefore, educational institutions are encouraged to continuously develop innovative marketing strategies that align with community needs to remain relevant and attractive to prospective students.

Ginanjar Muktiharja; Sukini Sukini; Agus Yuliantoro

This study aimed to describe the management of Indonesian language learning based on Joyful Learning among eighth-grade students at SMP Negeri 1 Kalikotes in the 2025/2026 academic year. This study employed a qualitative approach with a single case study design. Data were collected through participatory observation, in-depth interviews, documentation studies, and open-ended questionnaires. The findings showed that the implementation of Joyful Learning had been conducted systematically through planning, implementation, and evaluation processes integrated with the principles of the Merdeka Curriculum. Teachers applied varied learning methods, interactive activities, and learning media to create an active, communicative, and enjoyable learning atmosphere. Learning evaluation was carried out continuously by emphasizing students’ participation and learning processes. The implementation of Joyful Learning was supported by teacher competence, school support, and adequate facilities, although several obstacles such as differences in students’ characteristics, literacy abilities, and limited learning time were still encountered. Overall, Joyful Learning contributed positively to improving student engagement and the quality of Indonesian language learning.

Weny Windasari; Triwid Syafarotun Najah; Dakir Dakir

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This study aims to analyze the implementation of the madrasah quality paradigm from the perspective of the Qur'an at MIS Al-Hunafa Palangka Raya. The study used a qualitative field research approach with observation, interview, and documentation techniques. Data analysis used the Miles and Huberman model. The results of the study indicate that: 1) the quality paradigm is understood not only to be oriented towards academics, but also to the formation of character and spiritual values ​​of students; 2) the implementation of the quality paradigm is carried out through the integration of Qur'anic values ​​such as amanah, itqan, ihsan, discipline, and responsibility in madrasah culture, learning, and religious activities; and 3) the implementation of quality still faces obstacles in the form of limited infrastructure, variations in teacher competencies, and technological demands, so that the madrasah carries out strengthening through teacher training, facility optimization, and the development of a quality culture based on Qur'anic values. Thus, the implementation of the quality paradigm at MIS Al-Hunafa has been running quite well and is carried out sustainably.

Moh.Eri Ramadhan Ghifari; Fathoni Mahardika; Dani Indra Junaedi; Asep Saeppani

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Usability evaluation plays a crucial role in ensuring the quality of digital systems, particularly in terms of comfort, effectiveness, and ease of use. Instruments such as the System Usability Scale (SUS), User Experience Questionnaire (UEQ), and Heuristic Evaluation (HE) are widely used in modern usability studies. This research conducts a Systematic Literature Review (SLR) to identify patterns and trends in the use of these instruments. A total of 27 initial studies were collected, and 16 were selected through the PRISMA screening procedure. The findings show that UEQ is the most frequently used instrument, especially in Learning Management Systems (LMS) and academic platforms, while SUS is commonly applied to mobile applications and digital libraries for rapid usability assessment. HE is effective in revealing fundamental interface issues such as non-intuitive navigation and layout inconsistencies. Overall, digital systems perform well in Efficiency and Perspicuity, but consistently show low scores in Novelty. This study provides an integrative knowledge map that highlights cross-instrument insights and supports the development of more intuitive, innovative, and user-centered digital systems

Lale Puspita Kembang; Lalu Delsi Samsumar; Zaenudin Zaenudin; Amiruddin Kalbuadi; Dewi Rispawati

Faedah : Jurnal Hasil Kegiatan Pengabdian Masyarakat Indonesia 2026 FKIP, Universitas Palangka Raya

This community service program aims to enhance the competencies of teachers at MA Attarbiyah Addiniyah Gersik in utilizing information technology and strengthening school branding through an integrative approach combining Management and Information Technology. The one‑month program consisted of needs analysis, program design, pre‑test, basic computer training, digital learning media development, school branding training, mentoring, and post‑test evaluation. The pre‑test and post‑test results indicate significant improvements in all competency areas: basic computer skills (57.7%), digital learning media development (83.3%), and school branding (45.4%). Observations during the training revealed increased teacher confidence in using digital tools, improved ability to produce engaging learning media, and better understanding of school branding strategies. The mentoring phase supported teachers in completing their final outputs, including digital learning media and a school branding concept. Overall, this program contributed to improving teachers’ digital literacy, enhancing learning quality, strengthening teacher professionalism, and reinforcing the school’s digital identity.

Dewilna Helmi

Jurnal Pengabdian dan Kesejahteraan Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Rapid developments in digital technology have had a significant impact on students’ lives, particularly in the use of social media and excessive consumption of digital content. The phenomenon known as Brain rot has become a growing concern because it can affect students’ concentration, learning motivation, and quality of thinking. This study aims to provide education regarding the impact of brain rot on students’ concentration and learning motivation in the digital era. The activities were carried out through counseling methods, interactive discussions, and mentoring for junior high school students. The materials presented included the definition of brain rot, the effects of excessive digital media use, the importance of learning time management, and strategies to improve learning focus. The results of the activity showed that students gained a better understanding of the negative impacts of uncontrolled digital media use. In addition, students began to realize the importance of limiting gadget use and increasing productive learning activities. This educational program also helped raise students’ awareness of the importance of maintaining mental health and cognitive abilities amid the rapid development of digital technology. Through this educational activity, students are expected to use technology wisely so that their concentration and learning motivation can improve optimally. Educational programs regarding brain rot need to be carried out continuously as part of strengthening digital literacy within the school environment.

Anisa Sal Sabilla Putri; Salwa Putri Qomariyah; Rafika Meilia Sari

Master Manajemen 2026 Fakultas Ekonomi & Bisnis, Universitas Nusa Nipa

Digital transformation in Human Resource Management (HRM) has shifted the organizational paradigm from an administrative function to a strategic function focused on adaptive and sustainable human resource development. This study aims to systematically review the integration of digital technology in HRM practices with particular emphasis on inclusivity and organizational sustainability. The method employed is a literature review analyzing various studies related to the implementation of Artificial Intelligence (AI), big data analytics, and digital systems in recruitment, competency development, and employee performance evaluation. The findings indicate that digital transformation enhances operational efficiency, decision-making quality, and workplace flexibility. However, the adoption of digital technology also creates ethical challenges, including algorithmic bias, unequal access to technology, and concerns regarding employee data privacy. Therefore, the implementation of Equity, Diversity, and Inclusion (EDI) principles is essential in developing fair and inclusive HRM systems. Furthermore, continuous learning cultures and flexible work models have proven effective in supporting employee well-being while strengthening organizational resilience in facing global changes. This study emphasizes the importance of synergy between technological innovation, ethical leadership, and sustainability in building HRM systems that are responsive to the future of work.

Linda Yuli Agustin; Khairulanwar Deesaeh; Siti Maryamah

Jurnal Nakula : Pusat Ilmu Pendidikan, Bahasa dan Ilmu Sosial 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

The quality of learning is one of the important factors in the success of the educational process. Teachers and principals have a very important role in creating effective and quality learning. Therefore, appropriate psychological strategies are needed in managing learning as well as improving teacher motivation and performance. This study aims to determine the psychological strategies used by teachers and principals in improving the quality of learning. The research method used in this study is a literature review by analyzing several journals related to educational management and educational psychology. The results of the study show that psychological strategies such as teacher work motivation, principal leadership, effective communication, and organizational conflict management can improve the quality of learning in educational institutions. In addition, the application of psychological approaches can create a more positive school climate, strengthen cooperation among educational stakeholders, and support the development of professional teacher behavior. The findings indicate that the success of learning quality improvement depends not only on instructional techniques, but also on emotional, motivational, and leadership factors within the school environment.

Hidayat, Nurul; Afuan, Lasmedi; Jannah , Helmi Roichatul

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

Student dropout in higher education remains a persistent socioeconomic challenge, yet many predictive models reported in the literature are methodologically compromised by randomized cross-validation schemes that introduce temporal data leakage and artificially inflate predictive performance. This study proposes a longitudinal prescriptive learning analytics framework integrating three complementary methodological components: a Leave-One-Cohort-Out (LOCO) temporal validation protocol, a hybrid SMOTE-ENN class balancing strategy, and temporal velocity feature engineering derived from Learning Management System (LMS) behavioral trajectories. The framework was evaluated on a longitudinal dataset comprising 464,739 enrollment records and 77 features. Five predictive algorithms—XGBoost, LightGBM, CatBoost, Random Forest, and Logistic Regression—were comparatively assessed on a strictly isolated blind holdout cohort (2022), with CatBoost emerging as the champion estimator, achieving a PR-AUC of 0.8859, a Macro F1-Score of 0.9143, and the lowest Brier Score (0.0221), thereby demonstrating superior calibration and discriminative capability under severe class imbalance (93:7 ratio). Comprehensive ablation analysis revealed that temporal velocity features function not merely as additive predictors, but as a structural prerequisite enabling Synthetic Minority Oversampling Technique with Edited Nearest Neighbors (SMOTE-ENN) to generate high-quality synthetic boundary instances; removing these features reduced minority-class precision from 0.8302 to 0.6721. To operationalize predictive outputs into actionable intervention pathways, Diverse Counterfactual Explanations (DiCE) were implemented under a three-tier causal constraint architecture on 96 borderline high-risk students, generating 384 feasible intervention scenarios exclusively targeting forward-looking behavioral velocity metrics without constraint violations. Collectively, these findings advance the paradigm of prescriptive learning analytics by providing educational institutions with interpretable risk diagnostics and operationally feasible intervention guidance grounded in empirically validated behavioral and temporal dynamics.