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Maskur Maskur; Indra Kertati; Charis Christiani

International Journal of Social Science and Humanity 2026 Asosiasi Penelitian dan Pengajar Ilmu Sosial Indonesia

This study aims to analyze the implementation of the Minimum Service Standards (SPM) for education administration in MTsN Batang, identify supporting and inhibiting factors, and formulate recommendations for service improvement. The study used a mixed-methods design with an evaluative approach to the CIPP model. Quantitative data were collected through questionnaires from 60 respondents, while qualitative data were collected through in-depth interviews and observations. Quantitative data were analyzed using descriptive statistics and Kruskal-Wallis tests, while qualitative data were analyzed using Miles and Huberman's thematic analysis. The study found that SPM implementation reached 72%, with the highest achievement in student administration (85%) and the lowest in financial administration (58%). The Kruskal-Wallis test showed a significant difference in perception between groups (p=0.032). The thematic analysis identified three themes: digitization of services, human resource capacity, and transparency of accountability. The implications of the research show the need to increase human resource capacity, optimize management information systems, and strengthen coordination with the Ministry of Religion.

Ragoan Alhamid; Charis Christiani; Sumarmo Sumarmo

International Journal of Social Science and Humanity 2026 Asosiasi Penelitian dan Pengajar Ilmu Sosial Indonesia

Government and government transparency on community participation, with government accountability as an intervening variable. The study used a quantitative approach based on Partial Least Squares Structural Equation Modeling (PLS-SEM). Data were obtained through questionnaires distributed to the community of Maladum Mes District, Sorong City. The results show that government transparency and public perception of the government's role have a positive and significant effect on government accountability. In addition, government transparency, public perception, and government accountability have a positive and significant effect on community participation. The mediation test results show that government accountability partially mediates the effects of government transparency and public perception of the government's role on community participation. These findings confirm that increasing community participation depends not only on information disclosure and positive perceptions, but also on the extent to which the government is accountable to the public for its performance. This study offers theoretical implications for strengthening the concept of good governance and practical implications for local governments in designing participatory policies.

Robby Kayame; Emanuela Nirmala; Christine P.A. Korwa; Meidy Johana Imbiri; Hardiyanti Hardiyanti +2 more

Jurnal Inovasi Riset Ilmu Kesehatan 2026 Pusat Riset dan Inovasi Nasional

Malaria remains a major public health challenge in eastern Indonesia, particularly in the remote highland areas Papua, where access to health services is very limited. In early 2008, a suspected malaria outbreak with several deaths was reported in Agisiga District, a remote highland area in Papua. This study aimed to investigate the epidemiological characteristics, diagnostic results, and mortality patterns of the malaria outbreak as a basis for formulating future control strategies. The outbreak investigation was conducted using a cross-sectional design in Agisiga District from January to March 2008. Capillary blood samples were examined using Rapid Diagnostic Tests (RDTs) and thin blood smear microscopy. Malaria-related deaths were traced through verbal autopsy methods and interviews with families and community leaders. Descriptive analysis was performed to describe the demographic, clinical, and parasitological characteristics the cases. A total of 92 suspected malaria cases were identified, with the highest proportion coming from Tomosiga Village (52.2%), followed by Bigasiga Village (40.2%) and Agisiga Village (7.6%). Women accounted for 58.7% of all cases, and the most affected age group was 15–35 years (34.8%). Microscopic examination confirmed malaria infection in 55.0% of samples examined, with Plasmodium vivax predominating (45.0%), while the RDT positivity rate was much lower. The malaria outbreak in Agisiga District was characterized by high mortality, delayed diagnosis, and significant gaps in diagnostic capacity, particularly in remote villages. Strengthening the surveillance system, increasing diagnostic capacity, and improving access to timely treatment are crucial steps prevent similar outbreaks and reduce malaria mortality in the Papuan highlands.

Yunanto Hendra Wahyudi; Emmanuel Satyo Yuwono

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aimed to determine the relationship between shyness and social anxiety in new students in the Faculty of Psychology at Satya Wacana Christian University (UKSW). The method used was quantitative, using a simple random sampling technique involving 99 subjects. This study measured shyness and social anxiety using two instruments: the RCBS 13 for shyness and the SAS-A for social anxiety. The collected data were then analyzed using the Pearson Product Moment statistical method to determine the relationship between the two variables. The results showed no significant relationship between shyness and social anxiety in new students, with a correlation (R) of 0.86 and a significance level of 0.398 (P > 0.05). This indicates that high levels of shyness in new students do not directly correlate with their levels of social anxiety. This means that higher levels of shyness do not necessarily lead to increased levels of social anxiety. This finding contradicts several previous studies that suggested a positive relationship between shyness and social anxiety. This study provides new insights into the psychological dynamics experienced by new students, particularly in the UKSW Faculty of Psychology, which should be considered in developing orientation programs or mental health support for new students. Furthermore, these findings also open up opportunities for further research that could explore other factors influencing the relationship between shyness and social anxiety.

Tryepina Paulina Nona; Monica Innanda Chiaralazzo; Intansakti Pius X

Dinamika Pembelajaran : Jurnal Pendidikan dan bahasa 2026 Lembaga Pengembangan Kinerja Dosen

The development of digital culture has significantly changed the communication, relationships, and spirituality of the younger generation, requiring the Church to reconsider its catechetical methods in the context of social media. This article aims to analyze digital catechesis as a space where faith can develop for the younger generation, by examining the theological foundations, the dynamics of digital culture, and the challenges and models for its development. This study adopts a literature review method by conducting a systematic review of Church Magisterial documents, theological works, and academic research related to the religiosity of the younger generation in the digital environment. The research findings indicate that social media can become a place of faith encounter if catechesis focuses not only on the delivery of religious content but also offers a relational experience that is dialogical, participatory, and community-oriented. However, there are serious challenges such as the risk of superficiality, spiritual consumption, the dominance of algorithms, the commodification of religious content, and the issue of doctrinal authority in the digital space. Therefore, the development of digital catechesis must be based on Christocentrism, fidelity to Church teaching, and a combination of online guidance and concrete sacramental life. With an approach that takes context and reflection into account, digital catechesis has the potential to be a significant and transformative tool of evangelization for young people in the evolving culture of social media.

Fitri Yanti; Charis Christian; Sumarmo Sumarmo

International Journal of Management and Strategic Business Leadership 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze efforts to improve the disciplinary performance of the State Civil Apparatus (ASN) in the Sorong City Regional Secretariat through the approach of apparatus compliance, internal supervision, enforcement of disciplinary sanctions, and organizational work culture. The research uses a mixed methods method, namely a quantitative approach through the dissemination of a Likert scale questionnaire analyzed using descriptive statistics and correlation, as well as a qualitative approach through in-depth interviews with the Regional Secretary, Head of the Inspectorate, Head of BKPSDM, Head of Organization and Administration, and Head of the People's Welfare Section. The study's results show that organizational work culture and internal supervision are positively related to apparatus compliance. At the same time, the enforcement of disciplinary sanctions plays a supporting role in maintaining the consistency of ASN discipline. Qualitative findings reinforce that leadership examples, employee development, and technology-based monitoring systems are important factors in improving apparatus discipline. The study's implications indicate that improving ASN discipline requires an integrated approach that strengthens the supervision system, fosters employee development, and develops an organizational work culture oriented towards public services. The study's limitation is in the narrow scope of respondents in the Sorong City Regional Secretariat; therefore, further research is recommended to include more regional apparatus and employ more comprehensive statistical analysis to yield deeper results.

Ayu Santriana Retebana; Ririn Andini Tainmeta

Damai : Jurnal Pendidikan Agama Kristen dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study examines the role of understanding Christian theology in improving the quality of Christian Religious Education (CRE) learning. The focus of the study is how theological foundations can shape students’ character, morals, and spiritual development, as well as how teachers’ instructional strategies can support the achievement of these learning outcomes optimally and sustainably. The method used is a qualitative literature review, analyzing various relevant books and journal articles related to CRE, teaching approaches, and the integration of faith values into the educational curriculum. The findings indicate that mastery of Christian theology serves as an essential foundation in learning, as it enables students to understand their faith deeply while also internalizing Christian principles in their daily lives. In addition, interactive, contextual, and participatory learning methods have been shown to increase student engagement and motivation in the learning process. The role of the teacher as a moral and spiritual role model is also a key factor in strengthening the internalization of these values. Thus, an understanding of Christian theology not only supports cognitive aspects but also contributes to shaping students’ character and ethical behavior, making CRE learning transformational and holistic.

Yusniar Dakhi; Viktorius Sagulu; Martinus Laia; Silfani Gili Lay

Damai : Jurnal Pendidikan Agama Kristen dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study analyzes the ethics of Christian Religious Education teachers based on James 3:1, which emphasizes the great responsibility carried by those who teach in the context of educational ministry. The research aims to examine the relevance of biblical principles regarding the role and duties of teachers with the implementation of the professional code of ethics for Christian Religious Education teachers in Indonesia. Teachers are not only responsible for delivering academic knowledge but also serve as moral and spiritual role models whose words, attitudes, and actions significantly influence students’ faith development. This study uses a descriptive qualitative method through literature analysis, including the interpretation of James 3:1, ethical guidelines, and theological-pedagogical studies. The findings show that James 3:1 provides a strong warning for teachers to be cautious, responsible, and accountable in their teaching practices, as their judgment before God is greater. In conclusion, the ethics of Christian Religious Education teachers reflect their faith commitment in carrying out their responsibilities with integrity.

Chris Sorongan; Yosep Heristyo; Yoshoa Hartanto

Jurnal Ilmu Sosial, Bahasa dan Pendidikan 2026 Pusat Riset dan Inovasi Nasional

The phenomenon of megachurches represents one of the most significant developments in contemporary Christianity, reflecting shifts in church organizational structures, leadership patterns, and engagement with modern culture. Despite their rapid growth, megachurches have drawn criticism, particularly regarding reliance on charismatic leadership, the prominence of prosperity theology narratives, and the potential weakening of communal dimensions in church life. This study aims to analyze the megachurch phenomenon through an interdisciplinary approach that integrates the sociology of religion and ecclesiological reflection. Employing a qualitative method, this research utilizes literature analysis and a phenomenological approach to understand leadership dynamics and religious practices within large church contexts. The findings indicate that megachurch growth is driven by a combination of charismatic leadership, complex organizational systems, and adaptation to contemporary culture, including digitalization and religious consumerism. However, this model also generates tension with New Testament ecclesiological principles that emphasize participatory community and servant leadership. This study contributes to practical theology by offering an integrative analysis and provides a reflective basis for churches to evaluate their organizational forms and leadership practices in light of foundational theological principles.  

Roce Marsaulina; Gilbert Timothy Majesty

International Perspectives in Christian Education and Philosophy 2026 Asosiasi Riset Ilmu Pendidkan Agama dan Filsafat Indonesia

This article provides a descriptive analysis of the potential for integrating national security values into the Christian education curriculum as a strategic effort to support Indonesia's vision of generating a golden generation by 2045. The research object is the formal Christian education system in Indonesia, encompassing its curriculum, pedagogy, and the overarching goal of character formation. The central problem addressed is the perceived dichotomy between faith-based education and the cultivation of civic responsibility, specifically concerning national security a concept often narrowly associated with the military rather than with social resilience, tolerance, and unity. The objective is to explore how Christian educational values can be systematically aligned with national priorities to produce graduates who are both devout and patriotic. Employing a qualitative descriptive analysis method, this study synthesizes findings from a literature review of Christian education philosophy, national curriculum standards, and policy documents on national security and character education. The main findings reveal a significant convergence between Christian ethical teachings such as love for neighbor, integrity, and peacebuilding and the core values underpinning national security and social harmony, like Bhinneka Tunggal Ika (Unity in Diversity). The synthesis of ideas proposes a conceptual framework where subjects like civic education and religious studies are interwoven to foster a holistic identity. The article concludes that a deliberate integration of national security values, framed as active citizenship and social stewardship, is not only compatible with Christian education but is essential for realizing the resilient, morally grounded human resources needed for Indonesia 2045.

Robby Kayame; Meidy Johana Imbiri; Emanuela Nirmala; Christine P.A. Korwa; Hardiyanti Hardiyanti +2 more

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

Malaria remains a significant public health problem in several endemic areas in Indonesia. Understanding temporal and epidemiological changes at the local level is crucial for effective malaria control and elimination. This study aims to analyze changes in malaria epidemiological patterns based on routine surveillance data at the Yaro Community Health Center, Indonesia, during the period 2023–2025. This is a retrospective, longitudinal descriptive study using routine malaria surveillance data. Variables analyzed include temporal trends, Plasmodium species distribution, demographic characteristics, spatial distribution, and case-finding strategies. Data were analyzed descriptively using frequencies and proportions. A total of 9,677 malaria examinations were recorded, with 546 confirmed cases. Malaria cases showed a significant increase in 2025. Plasmodium vivax was the most dominant species, with a steadily increasing proportion of mixed infections. Adults aged 15–64 years and men were the most affected groups. Spatial analysis showed regional heterogeneity with persistent hotspots at the village level. Passive case detection remains the primary method, while active surveillance is increasingly contributing to case identification. Malaria epidemiology in the Yaro region exhibits dynamic temporal, demographic, and spatial patterns. Strengthening integrated surveillance and targeted interventions is essential to address persistent transmission and support malaria elimination efforts.

Emanuela Nirmala; Robby Kayame; Christine P.A. Korwa; Meidy Johana Imbiri; Hardiyanti Hardiyanti +2 more

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

Background: Malaria transmission in Indonesia exhibits substantial spatial and temporal heterogeneity, particularly between stable endemic areas and remote outbreak-prone areas. Although routine surveillance is crucial for malaria control and elimination efforts, its limitations can obscure early warning signals, particularly in geographically isolated areas. Objective: This study aimed to analyze malaria epidemiology by integrating routine surveillance data from endemic primary health care settings with results from high-mortality outbreak investigations in remote highland districts in Indonesia, focusing on temporal trends, spatial clustering, Plasmodium species patterns, diagnostic gaps, and mortality. Methods: A mixed epidemiology approach was used. A retrospective longitudinal analysis of routine malaria surveillance data was conducted for the period 2023–2025 in endemic settings, while a cross-sectoral outbreak investigation was conducted in remote highland districts. Descriptive analyses were conducted to assess trends, demographic characteristics, species distribution, spatial heterogeneity, case detection methods, and outbreak-related mortality. Results: Routine surveillance data revealed fluctuations in malaria transmission, with a significant decline in cases in 2024 followed by a sharp increase in 2025. Conversely, outbreak investigations documented high case fatality rates, particularly affecting children and older adults, caused by delayed diagnosis, limited diagnostic capacity, and limited access to timely treatment. Conclusions: These results highlight the dynamic and context-dependent nature of malaria epidemiology in Indonesia. Integrating routine surveillance with outbreak investigations provides a comprehensive understanding of endemic trends and systemic vulnerabilities. Strengthening adaptive surveillance, improving diagnostic capacity, and implementing spatially targeted interventions are crucial for preventing outbreaks and reducing malaria-related mortality, particularly in remote and high-risk areas.

Mulyono, Wahyudi Ahmadi; Agung Rohaji Mulyono; Eti Karningsih; Febri Ramdhani; Lucky Sumardi +7 more

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

This community service research was conducted to examine the implementation of branding development through a Car Free Day event as a strategy to enhance communication and visual identity at Telaga Harmony Residence. The background of this study is the need for effective community branding to strengthen public awareness, social engagement, and residential image in a growing housing area. The objective of this activity was to apply integrated communication and visual strategies that support brand identity through participatory public events. The method employed was a participatory and collaborative approach involving residents, organizers, and local stakeholders, supported by promotional media, visual design elements, and social interaction activities. The findings indicate that the Car Free Day event successfully increased community participation, strengthened visual recognition of the residential brand, and improved public perception of Telaga Harmony Residence as a healthy and environmentally friendly housing area. The implications of this study suggest that community-based events combined with consistent branding and visual communication strategies can effectively enhance residential identity and social cohesion, and may serve as a reference for similar community development programs in the future.

Gita Kenan; Yustin Lola Sampe; Rande Pindan

Damai : Jurnal Pendidikan Agama Kristen dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This research explores the narrative of Cain and Abel in Genesis 4:1-16 to dissect the concepts of sin and moral responsibility within a modern Christian context. Amidst the rising tide of individualism and "bystander culture," ethical responsibility toward others is often neglected behind religious formalities. Utilizing a qualitative method with a biblical exegesis approach, this study analyzes narrative structures, the personification of sin, and the dynamics of the dialogue between God and Cain. The findings indicate that sin in this text is understood as a relational failure and a failure of self-mastery, where humans possess the moral authority to conquer destructive impulses. Cain's rhetorical question, “Am I my brother’s keeper?”, is identified as a form of moral erosion leading to social and ecological alienation. However, God’s provision of a “mark” for Cain affirms that divine justice is always accompanied by the grace of providence. This research concludes that moral responsibility is a fundamental essence of humanity that demands the integration of ritual piety and social integrity. These findings are expected to serve as an ethical framework for academic and ecclesiastical communities, particularly in restoring the commitment to be “keepers” of one another amidst contemporary moral crises.

Saidatun Ni’mah; Indra Kertati; Christian Charis

International Journal of Public Health 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aims to analyze the discretion of family planning counselors in implementing contraceptive policies and the influence of acceptors' socio-demographic characteristics in Demak Regency. Using a mixed-methods approach with a sequential explanatory design, the study included 89 respondents for quantitative analysis and five key informants for in-depth interviews. The results showed a strong positive correlation between counselor discretion and acceptor socio-demographic characteristics (r = 0.646; p < 0.001), which explained 41.7% of the variance in discretionary practices. Counselors adapted communication strategies based on the age, education, geographic location, and culture of acceptors. Policy implementation faced obstacles in the counselor-community ratio (1:23) and the dominance of short-term contraceptive choices due to socio-cultural influences. Theoretical implications enrich the literature on street-level bureaucracy, while practical implications recommend strengthening counselors' capacity, increasing the ideal ratio, and implementing IEC strategies tailored to local culture. Limitations include a single geographic focus and a cross-sectional design. Future research is suggested to use longitudinal designs and multi-regional comparative studies to explore the dynamics of discretion in different socio-cultural contexts.

Jefrianto Gailya; Jonathan Leobisa; Yakobus Adi Saingo

Jurnal Pendidikan Agama dan Teologi 2026 International Forum of Researchers and Lecturers

The digital era presents various opportunities as well as challenges in the world of education, particularly in the formation of student character. The development of technology, social media, and the unlimited flow of information influence the way students think, act, and behave. This condition demands the role and responsibilities of Christian Religious Education (PAK) Teachers that are increasingly complex and strategic. This study aims to describe the responsibilities of PAK Teachers in the formation of student character in the digital era. The research method used is a qualitative method with a literature study approach. Data were collected through a review of scientific journals, academic books, and theoretical sources relevant to the research topic. The results of the study indicate that PAK Teachers are not only responsible for conveying Christian faith material, but also guiding students in internalizing and practicing Christian values such as love, honesty, responsibility, self-control, and empathy, both in real life and digitally. PAK Teachers act as educators, role models, guides, and spiritual counselors who integrate character education into the learning process. In addition, PAK Teachers are required to have adequate pedagogical, professional, personality, and social competencies, as well as the ability to utilize technology wisely. Collaboration with parents and schools is a crucial aspect in sustainably shaping students' character. Thus, Christian Religious Education teachers act as agents of transformation in shaping a generation with Christian character ready to face the challenges of the digital era.

Rahul Sihombing

Jurnal Pendidikan Agama dan Teologi 2026 International Forum of Researchers and Lecturers

The church has a strategic role not only in spiritual development, but also in the social and economic empowerment of the congregation. One relevant approach to address the challenges of congregational welfare is Theopreneurship, namely entrepreneurship based on Christian faith values. This study aims to determine how the form of pastor's mentoring as Theopreneur in improving the welfare of the congregation at HKI Resort Pulo Siborna, Panei District. The approach used is descriptive qualitative with data collection methods through interviews, observation, and documentation. The results of the study show that the pastor plays an active role as a facilitator, motivator, and spiritual guide in assisting the congregation in developing businesses based on faith values. The socio-economic development (PSE) program, which covers agriculture and animal husbandry, has successfully fostered an entrepreneurial spirit, togetherness, and the economic independence of the congregation. The pastor's mentoring as a Theopreneur has proven to be able to provide holistic services that emphasize not only the spiritual aspect but also the economic empowerment of the congregation. Thus, the pastor's mentoring as Theopreneurship has a positive contribution in improving the welfare of the congregation holistically, encompassing spiritual, social, and economic aspects. Therefore, Theopreneurship can be a model of contextual and sustainable church service in realizing the welfare of the congregation as a whole.

Gusniyati Abustan; Indra Kertati; Charis Christiani

International Journal of Social Welfare and Family Law 2026 Asosiasi Penelitian dan Pengajar Ilmu Sosial Indonesia

This research aims to analyze the implementation of public service innovations through the Cheap Food Movement in realizing sustainable food security in Sorong City. The research uses a qualitative approach, collecting data through in-depth interviews, observations, and documentation of key informants at the Sorong City Food Security Office, business actors, and beneficiary communities. Data analysis used the Miles and Huberman model, with triangulation of sources and methods to ensure data validity. The study results show that the Cheap Food Movement has increased community food accessibility through regular implementation, a coordinated distribution system, and partnerships with local farmers. Price affordability is achieved through cross-subsidization and a reduction of up to 30% of the market price in the distribution chain. The program's sustainability is supported by local economic empowerment and multi-stakeholder collaboration. The research implications inform the development of public service innovation models grounded in community needs. The study's limitations lie in its focus on a single region, which limits generalization. Recommendations aim to expand the program's scope, strengthen technology-based monitoring systems, and replicate models in other areas with similar conditions.

Agustinus Abraham

Pengharapan : Jurnal Pendidikan dan Pemuridan Kristen dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study examines Marian devotion in the Catholic Church as a form of veneration (dulia) rather than worship (latria), addressing persistent misconceptions that equate Catholic devotional practices with idolatry. The research aims to identify the forms of Marian devotion practiced by Catholics in Indonesia and to analyze the challenges encountered in living out these practices. A descriptive qualitative approach was employed using a Systematic Literature Review (SLR) guided by the PRISMA framework. Two hundred articles were initially identified through Google Scholar and screened according to relevance, recency, geographical context, and methodological criteria, resulting in four eligible studies for analysis. The findings reveal four principal forms of devotion: the use of statues as aids to prayer, pilgrimages to Marian sites, Montfort-style Marian consecration, and the rosary emphasizing praise, imitation, and prayer with Mary. These practices deepen faith and lead the faithful closer to Christ without replacing divine worship. Challenges include external religious intolerance toward devotional symbols and limited theological understanding among believers. Therefore, sound catechesis grounded in Scripture and Church Tradition is essential to ensure authentic and balanced Marian devotion.  

Binitie, Amaka Patience; Onyemenem, Sunny Innocent; Anujeonye, Nneamaka Christiana; Ojugo, Arnold Adimabua; Egbokhare, Francesca Avwuru +1 more

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

This study presents a Graph-Augmented Isolation Forest (GAIF), an unsupervised anomaly-detection framework for analyzing mobile user behavior. The proposed framework represents users and behavioral attributes as a user–feature bipartite graph, enabling the capture of relational dependencies that are not explicitly modeled in conventional vector-based approaches. Low-dimensional user representations are learned through Node2Vec and Graph Sample and Aggregate (GraphSAGE), and the resulting embeddings are subsequently processed by an Isolation Forest to produce anomaly scores. Experiments are conducted on a Mobile Device Usage and User Behavior dataset comprising 700 user profiles derived from application-level behavioral indicators. The dataset is treated as a behavioral abstraction rather than as a malware classification benchmark. A consistent 80:20 stratified train–test split is employed, with all learning-capable operations restricted to the training data to mitigate information leakage. Detection performance is evaluated post hoc using precision, recall, F1-score, and area under the curve (AUC) metrics. Under the evaluated setting, GAIF achieves an F1-score of 0.94 and an AUC of 0.97, demonstrating improved anomaly detection effectiveness relative to representative unsupervised baseline methods. These results are obtained on a static, proxy dataset and should not be interpreted as evidence of real-time deployment capability. Model interpretability is supported through post-hoc Uniform Manifold Approximation and Projection (UMAP) visualizations of the learned embeddings, providing structural insights into anomalous user behavior. Overall, the findings indicate that integrating graph-based representation learning with isolation-based anomaly scoring constitutes a computationally efficient approach for unsupervised mobile user behavior anomaly detection within the scope of this study.