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Fermy Anggelia Putry; Saadah Saadah; Mualimin Mualimin

Hikmah : Jurnal Studi Pendidikan Agama Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

Management psychology is an approach that plays a crucial role in understanding individual and group behavior within organizations, particularly in the ever-evolving educational and work environments. The application of psychological principles to management practice is believed to improve performance, leadership effectiveness, and create a more conducive work and learning environment. This study aims to examine the development of trends, approaches, and key findings in the study of management psychology through a literature review. Furthermore, this study also seeks to answer two research questions: (1) how have management psychology research trends developed over the past five years, and (2) what are the key findings in the educational and organizational contexts. The method used is a qualitative approach by searching various literature sources through the Google Scholar and Publish or Perish (PoP) databases, using the keyword "management psychology." Of the 20 articles found between 2021 and 2026, five were selected as the most relevant for further analysis. The study results indicate three dominant themes: the role of management psychology in education, the influence of motivation and leadership on performance, and its contribution to the organizational adaptation process. The conclusions of this study confirm that integrating psychological aspects into management plays a crucial role in increasing organizational effectiveness. Therefore, further research is recommended to empirically examine the relationship between psychological variables and a broader scope.

Linda Barus; Suami

Sevaka : Hasil Kegiatan Layanan Masyarakat 2026 STIKES Columbia Asia Medan

School-age children are vulnerable to environmental-based diseases due to suboptimal hygiene practices and inadequate school sanitation. Lack of handwashing habits, maintaining personal hygiene, and choosing safe foods can increase the risk of diarrhea, respiratory infections, worms, and skin diseases. This community service activity aims to increase students' knowledge and awareness regarding clean and healthy living behaviors, personal hygiene, and food hygiene and sanitation. The method used was a one-day counseling through interactive lectures, discussions, educational video screenings, and demonstrations of proper handwashing and tooth-brushing practices. The results of the activity showed an increase in student participation and understanding of the importance of maintaining personal hygiene and the school environment. It was concluded that the counseling was effective in increasing students' knowledge and awareness, so ongoing support is needed so that clean and healthy living behaviors can be implemented consistently at school and at home.

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.

Dinda Naurah Aidil Nafilah; Evy Nurmiati

Jurnal Manajemen Bisnis Era Digital 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study examines the implementation of Islamic business ethics in e-commerce transactions, with a specific focus on the Shopee platform. The research is motivated by the increasing growth of digital commerce accompanied by various ethical issues such as product misrepresentation, lack of transparency, and weak accountability of sellers. The objective of this study is to analyze how ethical principles, including honesty, fairness, and responsibility, are applied in online transactions. This research employs a qualitative approach using a systematic literature review method by analyzing 20 relevant scholarly articles published between 2020 and 2026. The findings reveal that although the platform provides adequate transactional systems, ethical violations are still prevalent, primarily due to information asymmetry between sellers and consumers. Trust emerges as the most influential factor in purchasing decisions, while perceived risk and security play supporting roles in shaping consumer behavior. Additionally, economic incentives such as promotions often override ethical considerations in influencing consumer decisions. The study implies that strengthening ethical enforcement, enhancing platform supervision, and improving consumer digital literacy are essential to ensure a sustainable and trustworthy e-commerce ecosystem.

Nisrina Khalisha Bahij; Sri Mulyati; Risna Meliyani

DIAGNOSA: Jurnal Ilmu Kesehatan dan Keperawatan 2026 International Forum of Researchers and Lecturers

Therapeutic adherence is a fundamental cornerstone in managing Type 2 Diabetes Mellitus (DM) to maintain stable blood glucose levels and prevent chronic complications. Family support serves as a significant external determinant influencing the development of long-term patient adherence behaviors. This quantitative study, utilizing a correlational analytic design with a cross-sectional approach, aimed to analyze the relationship between family support and therapeutic adherence levels among Type 2 DM patients at Royal Prima Hospital, Jambi City. Through total sampling, 92 respondents were enrolled as the study sample. Data were collected via questionnaires and analyzed using the Chi-Square test. Univariate analysis revealed that the majority of respondents received moderate family support (46.7%) and demonstrated adherent behavior (62.0%). Bivariate analysis yielded a Pearson Chi-Square value of 17.186 with a p-value of 0,000 (α < 0,05), leading to the rejection of H0 and the acceptance of Ha. In conclusion, there is a statistically significant relationship between family support and therapeutic adherence levels among Type 2 DM patients at Royal Prima Hospital, Jambi City, indicating that more optimal family support is directly proportional to increased therapeutic adherence.

Arip Surpi Sitompul; Norton Situngkir; Korri Elvi Purba; Amos Derebi; Edwart Charles Browsoon Sihite

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

Religious radicalism in the school environment has become an increasingly important issue due to its potential to influence students’ mindsets, attitudes, and behaviors. This study aims to examine anticipatory efforts to prevent the development of radical religious ideologies and behaviors within schools. The research employs a qualitative approach with a descriptive design, utilizing data collection techniques such as interviews, observations, and document analysis. The findings indicate that anticipatory efforts can be implemented through strengthening character education, integrating values of religious moderation into the curriculum, enhancing the role of teachers as agents of guidance, and fostering active involvement of parents and the community. Furthermore, creating an inclusive, tolerant, and dialogical school environment is a crucial factor in countering radicalism. In conclusion, preventing religious radicalism in schools requires a holistic approach involving all elements of education in a sustainable manner. This study is expected to serve as a reference for educational institutions in formulating effective preventive strategies against religious radicalism.

Zahrani Zahrani

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

This study aimed to describe the characteristics and contributing factors of autistic disorder in early childhood. The study employed a qualitative approach using a case study method involving a 5-year-1-month-old boy diagnosed with severe autistic disorder. Data were collected through observation, interviews, and psychological assessments using the Vineland Social Maturity Scale (VSMS) and Childhood Autism Rating Scale (CARS). The findings revealed that the participant experienced significant impairments in social interaction, communication, repetitive behavior, emotional regulation, and adaptive functioning. The participant demonstrated poor eye contact, severe speech delay, stereotyped behaviors such as flapping, hyperactivity, tantrums, and restricted interests in specific objects. VSMS results indicated significant delays in social maturity, while CARS results categorized the participant as having severe autism. Biological factors, including prenatal, perinatal, and postnatal complications, were suspected to contribute to the development of autistic disorder. Environmental factors, particularly inconsistent responses from family members and therapists toward tantrum behaviors, also influenced the participant’s behavioral development. This study highlights the importance of consistent, structured interventions and collaboration between families and therapists in supporting children with autistic disorder.

Zahrani Zahrani

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

This study aimed to describe the characteristics and contributing factors of autistic disorder in early childhood. The study employed a qualitative approach using a case study method involving a 5-year-1-month-old boy diagnosed with severe autistic disorder. Data were collected through observation, interviews, and psychological assessments using the Vineland Social Maturity Scale (VSMS) and Childhood Autism Rating Scale (CARS). The findings revealed that the participant experienced significant impairments in social interaction, communication, repetitive behavior, emotional regulation, and adaptive functioning. The participant demonstrated poor eye contact, severe speech delay, stereotyped behaviors such as flapping, hyperactivity, tantrums, and restricted interests in specific objects. VSMS results indicated significant delays in social maturity, while CARS results categorized the participant as having severe autism. Biological factors, including prenatal, perinatal, and postnatal complications, were suspected to contribute to the development of autistic disorder. Environmental factors, particularly inconsistent responses from family members and therapists toward tantrum behaviors, also influenced the participant’s behavioral development. This study highlights the importance of consistent, structured interventions and collaboration between families and therapists in supporting children with autistic disorder.

Nina Mardiana; Yessica Fara Desvia; Angga Rahmat Pinanggih; Febryawan Yuda Pratama; Farah Diva Fadila

JURNAL PENELITIAN SISTEM INFORMASI 2026 Institut Teknologi dan Bisnis (ITB) Semarang

Financial information systems in higher education institutions manage highly sensitive assets, including tuition payments, scholarships, payroll, vendor transactions, budgeting, and institutional financial reporting. Although ISO/IEC 27001:2022 provides a risk-based foundation for establishing an Information Security Management System, its implementation in universities is frequently constrained by fragmented governance, limited resources, complex asset environments, inconsistent managerial commitment, cultural resistance, and limited real-time monitoring capability. This study aims to develop an integrated security evaluation model for campus financial information systems by combining ISO/IEC 27001:2022, Zero Trust Architecture, AI-driven threat detection, security maturity assessment, and human-factor analysis. The study adopts a mixed-method sequential explanatory design integrated with Design Science Research. Quantitative stages include asset identification, risk scoring, ISO 27001 control gap analysis, maturity assessment, Zero Trust readiness assessment, and AI-driven detection readiness assessment. Qualitative stages include document analysis, semi-structured interviews, observation, expert judgment, and thematic analysis to examine organizational, cultural, and behavioral factors influencing security control effectiveness. The proposed outcome is the HEFIS-ISMS Model, an integrated framework consisting of seven layers: ISO 27001 control compliance, risk-based asset protection, security maturity, human and organizational factors, Zero Trust readiness, AI-driven detection readiness, and improvement roadmap. The model is expected to address the static and compliance-oriented limitations of conventional ISO 27001 assessments by introducing adaptive access control, continuous monitoring, anomaly detection readiness, and phased implementation guidance. The study contributes theoretically to cybersecurity governance in higher education and practically to risk-prioritized security improvement for resource-constrained universities.

Moh Taufik; Sugiyanto Sugiyanto; Soesi Idayanti; Evy Indriasari; Sanusi Sanusi +1 more

JURNAL KABAR MASYARAKAT 2026 Institut Teknologi dan Bisnis Semarang

The practice of bullying is an act of exercising dominance to inflict harm upon others through verbal abuse, physical violence, or psychological pressure, which ultimately leaves the victim in a state of depression and chronic helplessness. This concept is derived from the English term "bull," representing an animal that strikes out unpredictably. In an etymological sense, it refers to individuals who target the vulnerable. Perpetrators, known as bullies, operate under the assumption that they possess the power to control their victims, who feel permanently intimidated and weak. The primary goal of this particular initiative is to equip students with a deep awareness regarding the necessity of helping one another and fostering genuine care within their community. Furthermore, it seeks to prevent the occurrence of bullying behaviors, considering that such toxic actions result in detrimental impacts that affect not only the victims and the perpetrators but also the entire social fabric of the institution.

Yunilia Edon; Syarifuddin Gassing; Ilona V. Oisina S

Filosofi : Publikasi Ilmu Komunikasi, Desain, Seni Budaya 2026 Asosiasi Seni Desain dan Komunikasi Visual Indonesia

This study aims to analyze public relations strategies in the implementation of the Mental Revolution Program through Instagram at the Coordinating Ministry for Human Development and Cultural Affairs of the Republic of Indonesia. The Mental Revolution represents an effort to transform public mindsets, attitudes, and behaviors based on the values of integrity, work ethic, and mutual cooperation in order to build a progressive and competitive nation. This research employs a descriptive qualitative approach with a case study method. Data were collected through observation, in-depth interviews, documentation, and triangulation to ensure comprehensive findings. The results indicate that the implemented public relations strategies have optimally utilized social media as a means of public communication, particularly in reaching younger audiences. These strategies include the development of positive content, cross-sector collaboration, and the use of media relations to expand information dissemination. The SWOT analysis reveals that the main strengths lie in effective team coordination, structured communication strategies, and a strong organizational culture, while weaknesses include limited human resources and insufficient technological support. Opportunities arise from extensive networks with various institutions and media, whereas threats stem from public perceptions and limited communication competencies. In practice, the Mental Revolution Program is implemented participatively through various initiatives such as Indonesia Serving, Clean, Orderly, Independent, and United, which are disseminated via Instagram. However, its implementation has not been evenly distributed across regions and has only reached approximately 70%, due to budget constraints and varying levels of commitment among local governments. Therefore, the success of this program largely depends on synergy among stakeholders and consistency in internalizing transformative values within society.

Ifellyn Ramadhan Paku Sadewa; Rida Yanna Primanita

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This research was conducted with the aim o modifying the behavior o children who are prepetratorso bullying at Tapak Suci Putera Muhammadiyah Jagakarsa, through group counseling methods using role playing techniques. The role playing technique is used as an effort to modify the behavior of children by exchanging roles between the bullying perpetrator and the bullying vicim, through this role exchange, which will directly build a sense of empathy for the children involved in bullying behavior. The research method used in this study is qualitative with a descriptive technique, in which all observations and research result will be explained in written form. The background of this study contains information on how the role playing technique in group counseling produces the growth of empathy in children who are perpetrators of bullying, so that with the formation of empathetic emotions, the bullying children at Tapak Suci Putera Muhammadiyah Jagakarsa can control themselves, leading to the realization of efforts to modify such behavior. The result of this study is that behavior modification using the group counseling methods with role playing techniques for children who engage in bullying was successful and optimal in changing the children’s bullying behavior into empathy and respect for others. Thereore, behavior modification using group counseling methods and role playing techniques for elementary school children has a positive and very effective impact in providing enlightenment on problematic behaviors in their social environment. 

Hanna Mathoroza

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

The high rate of occupational accidents globally and nationally demands the strengthening of Occupational Health and Safety (OHS) management systems, particularly in the high-risk industrial sectors. The study aims to analyze the implementation of safety induction at PT X and develop audiovisual educational media as a solution to improve occupational safety understanding. The research method employed is descriptive qualitative, with data collection techniques including field observations, in-depth interviews, and review of corporate documents, Problem prioritization was determined using the Urgency, Seriousness, and Growth (USG) method, while root cause analysis was conducted using a Fishbone diagram. Research findings indicate that the current oral delivery method for safety induction is ineffective, as evidenced by 13% of participants needing to retake the comprehension test. As an intervention, “POWER SAFE” video media was developed, which, based on the Methodology, Effectiveness, Efficiency, and Relevance (MEER) analysis, proved to have the highest effectiveness and relevance in delivering standardized safety information. The implications of study emphasize that the use of structured digital media is a strategic step to minimize gaps in understanding and strengthen the safety culture within high-risk work environments.

Azis Bagus Saputra; Khoirunnisa Tri Setiowati; Umi Nur Azizah Aini

AL-MUSTAQBAL: Jurnal Agama Islam 2026 STIKes Ibnu Sina Ajibarang

This study aims to analyze the role of Islamic educational philosophy in shaping religious moderation among the younger generation and to identify challenges in its implementation. This research employs a qualitative approach using a library research method through content analysis of relevant literature and academic sources. The findings reveal that Islamic educational philosophy has a significant role in promoting the values of tawazun (balance), tasamuh (tolerance), i’tidal (justice), and wasathiyah (moderation) as the foundation of moderate religious attitudes and behaviors. The implementation of these values is reflected through curriculum integration, inclusive learning processes, and the development of a supportive school culture that encourages mutual respect and diversity. Nevertheless, several obstacles still hinder its effectiveness, including narrow religious understanding, low levels of digital literacy, the spread of radical narratives in social media, and limited teacher competence in implementing moderation-based education. Therefore, strengthening religious moderation requires synergy among philosophical concepts, educators, families, communities, and the national education system.

Angga Aji Saputra; Napinurul Azizah; Reza Anada Putri; Vieronica Varbi Sununianti; Istiqomah Istiqomah +1 more

RISOMA : Jurnal Riset Sosial Humaniora dan Pendidikan 2026 Asosiasi Ilmuwan Pendidikan, Sosial, dan Humaniora Indonesia

This study aims to analyze public concerns regarding fast food consumption from the perspective of risk society, particularly among university students. The increasing consumption of fast food reflects shifts in consumption patterns influenced by globalization, practicality, and time efficiency. This research employs a qualitative approach through a literature review supported by interview data to strengthen the analysis. The findings reveal that fast food consumption is not solely driven by biological needs but also by practical, emotional, and social factors. Although students demonstrate a relatively high awareness of health risks associated with fast food, their consumption behavior persists as an adaptive response to structural conditions such as time constraints, accessibility, and academic pressures. From the perspective of risk society, this phenomenon illustrates a contradiction between risk awareness and everyday consumption practices. Risks produced by modernity are not entirely avoided but are negotiated and normalized in daily life. Therefore, fast food consumption cannot be understood merely as an individual choice but as a result of the interaction between structural factors, consumer culture, and social construction within modern society.

Hanna Mathoroza

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

The high rate of occupational accidents globally and nationally demands the strengthening of Occupational Health and Safety (OHS) management systems, particularly in the high-risk industrial sectors. The study aims to analyze the implementation of safety induction at PT X and develop audiovisual educational media as a solution to improve occupational safety understanding. The research method employed is descriptive qualitative, with data collection techniques including field observations, in-depth interviews, and review of corporate documents, Problem prioritization was determined using the Urgency, Seriousness, and Growth (USG) method, while root cause analysis was conducted using a Fishbone diagram. Research findings indicate that the current oral delivery method for safety induction is ineffective, as evidenced by 13% of participants needing to retake the comprehension test. As an intervention, “POWER SAFE” video media was developed, which, based on the Methodology, Effectiveness, Efficiency, and Relevance (MEER) analysis, proved to have the highest effectiveness and relevance in delivering standardized safety information. The implications of study emphasize that the use of structured digital media is a strategic step to minimize gaps in understanding and strengthen the safety culture within high-risk work environments.

Jesica Cindini Br Sembiring; Monica Innanda Chiaralazzo; Intansakti Pius X

Berkat : Jurnal Pendidikan Agama dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The rapid advancement of information technology has reshaped modern society, in particular influencing how young individuals express their identities through fashion. The choice of clothing goes beyond mere practical functions, becoming a symbol of social status and values as young people attempt to adapt to rapidly changing trends, driven largely by digital platforms such as social media. These phenomena have simultaneously led to alarming waste production and environmental degradation, reflecting the mismatch between modern lifestyles and theological mandates on the management of creation. The fast-paced fashion industry, characterized by rapid production cycles and high consumerism, exacerbates the ecological crisis by generating large amounts of textile waste and contributing to detrimental practices in global supply chains. The study uses a qualitative approach, emphasizing literature research to analyze relevant literature and synthesize findings into meaningful discourse. Ultimately, it advocates a transformative catechesis that integrates ecological awareness into the formation of young people's faith, leveraging digital spaces to advocate for simplicity and community engagement in sustainable practices. The challenges faced in fostering this ecological awareness include the prevalence of a culture of instant gratification and the gap between knowledge and action, which hinders the alignment of belief with action. Theological reflection further emphasizes the spiritual implications of consumer behavior, placing ecological responsibility as a fundamental aspect of authentic expression of faith. Based on these insights, this paper underscores the importance for the Church to be proactively involved in the fight for ecological preservation, recognizing that true faith is manifested through tangible actions that honor the divine creation.

Sukmawaty Sukmawaty; Aloysia Ispriantari

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Diabetes mellitus, as a persistent non-infectious metabolic pathology increasingly prominent in the global epidemiological spectrum, is fundamentally characterized by dysfunctional hyperglycemia rooted in primary disruptions of pancreatic insulin hormone synthesis or peripheral resistance to its biological action, thereby inducing dynamic imbalances in gluconeogenesis and glycolysis pathways; amid the hypothesis that body mass index (BMI) as a measure of central adiposity potentially mediates variability in serum glucose levels, this quantitative observational study with a cross-sectional design rigorously tests the causal relationship between BMI and fasting/random blood glucose concentrations in a cohort of 134 adult subjects with type 2 diabetes mellitus affiliated with primary care services at Puskesmas Bongo II, Boalemo Regency, through an inclusive total sampling recruitment strategy, precision anthropometric measurement instruments (height, weight, WHO BMI categorization), and laboratory-validated glucometric validation, with multivariate inferential processing based on the Chi-Square independence test at a Type I error rate of α=0.05 using the latest edition of the SPSS analytical suite; the demographic profile highlights female gender supremacy (90 individuals, 67.2%), the normoweight group (78 cases, 58.2%), concurrent with substantial glycemic elevation prevalence (78 subjects, 58.2%), but the crucial statistical output reveals a p-value of 0.831 (>0.05) that negates any probabilistically meaningful association, thus the substantive conclusion affirms the non-significance of the BMI-glucose relationship in this local context, while implying the dominance of alternative etiopathogenic factors such as hypercaloric macronutrient intake patterns, deficits in aerobic/anaerobic physical activity, non-adherence to multidisciplinary pharmacological protocols (e.g., metformin/oral hypoglycemics), and a comprehensive management paradigm integrating behavioral education, continuous monitoring, and personalized interventions to mitigate long-term cardiovascular risks across the diabetes mellitus spectrum.

Febiani, Selvia; Dewi Pergiwati Wijaya; Sharen Sakita

RISOMA : Jurnal Riset Sosial Humaniora dan Pendidikan 2026 Asosiasi Ilmuwan Pendidikan, Sosial, dan Humaniora Indonesia

The development of digital technology has significantly changed the way students interact and present themselves in social life, especially through social media such as Instagram, TikTok, and Twitter. One of the emerging social phenomena is flexing, which refers to the behavior of showing off lifestyle, achievements, or ownership to gain attention and social recognition. This study aims to analyze how Sociology students of Sriwijaya University interpret flexing on social media and whether flexing is more dominant as a lifestyle or as a form of social pressure. This research uses a qualitative method with a literature review approach by examining various scientific articles, journals, and previous studies related to flexing, self-presentation, symbolic consumption, social validation, and Fear of Missing Out (FoMO). The results show that flexing is not only a form of self-presentation and symbolic consumption, but also a response to social pressure in the digital 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.