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The exponential growth of digital music catalogs on streaming platforms such as Spotify has made personalized recommendation systems crucial for enhancing user experience. This study develops a hybrid music recommendation system that addresses both warm-user and cold-user scenarios by combining Alternating Least Squares (ALS) collaborative filtering with content-based filtering (CBF) augmented by a popularity component. The dataset consists of 8,549,544 user-track interactions and a master file of 1,204,025 tracks with ten audio features. After preprocessing, users were segmented into 14,880 warm users and 723 cold users based on a five-interaction threshold. The ALS model was trained on the user-item implicit feedback matrix and tuned through grid search over factors, alpha, and regularization. CBF was implemented using cosine similarity on normalized audio features, while popularity scores were applied for new users with insufficient history. Evaluation used Precision@10, Recall@10, and NDCG@10. The final ALS configuration achieved NDCG@10 of 0.1116, representing a 30% improvement over baseline, while the hybrid CBF improved NDCG@10 for cold users from 0.0070 to 0.0201. Findings indicate that adaptive routing among ALS, CBF, and popularity reliably handles different user states, providing a practical foundation for production-grade music recommendation systems.

This study analyzes the Public Relations communication strategy of PT Kereta Api Indonesia (Persero) Daerah Operasi 8 Surabaya in socializing the Access by KAI digital application to the Surabaya community. Using a descriptive qualitative approach, data were collected through in-depth interviews with PR staff and Railfans Surabaya community members, participatory observation of socialization activities, and documentation of digital publications. Data analysis followed the interactive model of Miles, Huberman, and Saldana (2014). The findings reveal that PR communication strategies are implemented through a synergy of push communication, pull communication, and pass communication, supported by Two-Way Symmetrical Communication principles developed by Grunig and Hunt (1984). Push communication disseminates official information via social media platforms; pull communication attracts audiences through visually compelling and educational content; while pass communication emphasizes two-way engagement that builds public trust and loyalty. The study demonstrates that public engagement, interactive dialogue, and message adaptation to local audience characteristics positively contribute to increasing public understanding and acceptance of the Access by KAI application. The integration of these three strategies creates a holistic communication ecosystem that effectively bridges the gap between digital innovation and user behavior. Future research is recommended to examine similar strategies in other operational regions or employ quantitative approaches to measure adoption levels.

The rapid development of the internet has increasingly encouraged people to depend on social media as a primary source for obtaining information and sharing personal experiences. This shift in digital behavior has also been adopted by traditional snack sellers in Bandar Lampung, who now utilize social media platforms and strengthen their brand image as key components of their marketing strategies. Accordingly, this study aims to examine the effect of social media marketing dimensions and brand image on consumers’ purchase intention toward traditional snack products. This research applies a quantitative method using a purposive sampling technique, involving 110 respondents who are familiar with the Yussy Akmal and Kue Akong brands and have been exposed to their social media content. Data were collected through questionnaires and analyzed using SPSS version 27 with multiple linear regression analysis. The findings indicate that the dimensions of social media marketing, including entertainment, interaction, trendiness, customization, and electronic word-of-mouth (eWOM), as well as brand image, have a positive and significant influence on consumers’ purchase intention for traditional snacks.

This research aims to develop an information system for the Imam Malik Koppe Mosque in Darma Village, Polewali District, Polewali Mandar Regency, utilizing the eMasjid platform as a solution for digitally managing mosque activities. The problem faced was the suboptimal recording of activity data, financial data, and service information for the congregation. The system development method used the Waterfall model, which consists of needs analysis, system design, implementation, testing, and maintenance. The result of this research is a mosque information system capable of presenting information on activities, financial data, reports, and communication between administrators more efficiently, transparently, and accountably. This system is expected to be an effective and user-friendly means of digitizing mosque management.

Vocational High School (SMK) students' lack of preparation for their future often contributes to the high unemployment rate among vocational graduates. This Community Service (PKM) activity aims to implement the POAC (Planning, Organizing, Implementing, and Controlling) management function as a framework for SMK Sasmita Jaya 2 students to manage their career and academic planning more systematically and purposefully. The methods used include outreach, participatory discussions, and mentoring in utilizing professional digital platforms to support job readiness and self-development. The activity results indicate an increase in student awareness in setting clearer, more realistic, and measurable post-graduation goals. The implementation of the POAC strategy has been proven to help students transform intentions into concrete steps through the development of a focused and sustainable action plan. In addition, students are able to develop a more structured career roadmap based on their interests and competencies, and increase their confidence in facing job selection and further education. This program also encourages collaboration with industry and alumni to broaden students' horizons and future career opportunities.

The routine prayer recitation activity with teenagers in Jatikalang Village, Krian, Sidoarjo, essentially arose from the need for moral development among teenagers amidst today's increasingly complex and externally influenced lives. Through this activity, it is hoped that teenagers can become closer to religious values ​​without feeling patronized, as the activities are simple and relevant to their daily lives. Furthermore, a sense of community among teenagers is fostered, becoming more than just a form of worship but also a positive gathering space. The implementation itself uses an Asset-Based Community Development (ABCD) approach, emphasizing existing community potential, such as the role of administrators, youth involvement, and available village facilities. The activity is relatively simple, starting with an opening and reciting prayers, rowi Diba' (the prayer of the Prophet), mahalul qiyam (the prayer of the Prophet), and closing with a short sermon (kultum) usually containing light but impactful messages. These activities are beginning to show changes: teenagers are becoming more active, a sense of togetherness is growing, and good habits such as discipline, mutual respect, and responsibility are gradually emerging. Furthermore, this activity serves as an alternative to prevent teenagers from getting caught up in less beneficial activities. There are still challenges, particularly with fluctuating attendance and the strong influence of the external environment. However, if maintained and developed consistently, this activity has great potential to become a platform for social and spiritual development for youth. Overall, this sholawat routine is quite effective in developing religious character and strengthening social ties within the community.

This research is motivated by the increasing use of TikTok Shop as a social commerce platform that makes it easier for consumers to make purchases through interactive features and various price promotion strategies. This study aims to analyze the influence of ease of use and price perception on purchase decisions on TikTok Shop. The population in this study is students of the Management Study Program of the University of Muhammadiyah Makassar class of 2022–2025, with a sample of 95 respondents determined using the Slovin technique. The analysis method used is multiple linear regression supported by validity, reliability, and classical assumption tests. The results of the study show that ease of use and partial price perception have a positive and significant influence on purchase decisions on TikTok Shop. High ease of use can increase consumer convenience in transactions, while good price perception encourages consumers to make purchase decisions. The implications of this study show the importance of improving the quality of the system and pricing strategies in supporting consumer purchase decisions on social commerce platforms

This study aims to analyze innovative strategies that can be implemented by Micro, Small, and Medium Enterprises (MSMEs) in East Java to improve competitiveness through digital marketing and e-commerce. This study uses a descriptive qualitative approach with a library research method by reviewing various scientific literature, government reports, and previous studies related to MSME innovation and digital transformation. The results of the study indicate that digital marketing and e-commerce innovation can increase market reach, operational efficiency, product differentiation, and MSME sales. However, the implementation of innovation still faces several challenges such as low digital literacy, limited capital, limited technology, and lack of system integration. Therefore, innovative strategies are needed, including integrated digital marketing, marketplace optimization, social commerce, digital payment systems, logistics integration, digital branding strengthening, and digital literacy training. In addition, collaboration between MSMEs, government, universities, communities, and digital platforms is an important factor in accelerating MSME digital transformation. This study produces recommendations for an innovative strategy model based on digital marketing and e-commerce to improve the competitiveness and sustainability of MSMEs in East Java.

The adoption of holocratic leadership systems has become a crucial strategy for startups navigating market volatility, which demands organizational agility through the elimination of traditional hierarchies. This study aims to analyze the transformation of the Human Resource (HR) department's role within holocratic systems and its impact on HR efficiency in startup environments. Employing an integrative literature review approach, this research synthesizes various findings from reputable global and national journals published within the last five years to map the shifts in managerial functions. The results indicate that in structures devoid of conventional managers, the HR role transforms from a controlling authority into a system architect and governance facilitator that maintains compliance with the organizational constitution. HR efficiency is achieved through clear authority distribution within dynamic roles, transparent peer-to-peer feedback mechanisms, and the removal of slow bureaucratic coordination costs. The contribution of this research lies in the formulation of the "HR-as-a-Platform" conceptual model, which shifts the focus of management practices from personal supervision to systemic infrastructure optimization. The practical implications provide a guide for startup founders to re-engineer HR functions to support individual autonomy without sacrificing operational stability. This study confirms that the success of non-hierarchical organizations relies heavily on the integration of radical autonomy and robust digital protocols facilitated by the newly defined HR function.

The rapid growth of short-video-based social media platforms, particularly TikTok, has significantly influenced students learning behavior and productivity. This study aims to analyze the relationship between TikTok usage and students learning productivity. A qualitative literature review method was employed by examining relevant national and international scholarly articles published between 2021 and 2026. The data were analyzed using thematic synthesis to identify consistent patterns and key factors shaping learning productivity in the context of TikTok usage. The findings reveal a consistent pattern indicating that TikTok usage exerts an ambivalent impact on students learning productivity. Excessive and entertainment oriented use is associated with decreased concentration, increased academic procrastination, and poor time management. In contrast, purposeful use of TikTok through educational content and microlearning formats contributes to higher learning motivation, academic engagement, and creativity. These effects are strongly influenced by usage objectives, duration of consumption, and students self regulation abilities. This study concludes that TikTok is not a single determinant of learning productivity but functions as an amplifier of students learning behaviors. The findings contribute to the literature on social media and education by providing a conceptual foundation for developing digital literacy and time management strategies in higher education.

Micro, small, and medium enterprises (MSMEs) constitute a pivotal pillar of local economic resilience in Bandar Lampung, particularly in the fashion, salon and beauty, and professional service sectors. Notwithstanding their considerable growth potential, many MSMEs continue to encounter structural constraints that impede business expansion, most notably limited entrepreneurial capability, restricted access to capital, and the suboptimal utilization of digital marketing. Against this backdrop, the present study aims to examine the partial and simultaneous effects of entrepreneurship training, capital access, and digital marketing strategy on MSME business expansion. This research employed a quantitative explanatory design with a cross-sectional approach. Data were collected from 100 MSME owners selected through purposive sampling from a population of 2,785 enterprises, and were analyzed using multiple linear regression with SPSS. The findings reveal that entrepreneurship training does not exert a statistically significant effect on business expansion (B = 0.000; p = 0.998), indicating that training, in isolation, has not yet been effectively translated into concrete growth-oriented business practices. By contrast, access to capital has a positive and significant effect (B = 0.263; p = 0.001), demonstrating that financial accessibility enhances operational scale and market development. More importantly, digital marketing strategy emerges as the most influential determinant of business expansion (B = 0.593; p < 0.001), confirming that digital platform utilization substantially strengthens market reach, customer engagement, and business competitiveness. Simultaneously, the three variables significantly affect MSME expansion (F = 34.061; p < 0.001), with an explanatory power of 51.6%. It can therefore be concluded that MSME expansion is primarily driven by the synergy of financial accessibility and digital market adaptation, while entrepreneurship training becomes meaningful only when effectively operationalized within business practice.

The rapid development of information technology has transformed social media into a digital space that plays a crucial role in shaping the mindset, behavior, and lifestyle of young generations. TikTok is one of the most dominant platforms used by Generation Z, particularly students, due to its ability to present algorithm-based content that aligns with user interests. This condition has the potential to cause psychological stress in the form of Fear of Missing Out (FOMO), which reflects social anxiety due to the perception of being late in keeping up with trends, information, or experiences that hold a dominant position in the social landscape. This research initiative aims to examine the influence of TikTok usage on the lifestyle configurations of Generation Z students, with FOMO serving as a determinant that strengthens this relationship. This study is designed within the quantitative tradition with a positivist epistemological orientation. The study population includes 250 students from the Faculty of Computer Science at the National Pasim University in Bandung, with a sample size of 72 respondents derived using Slovin's formula. The analysis results indicate that TikTok usage and the level of FOMO have a positive and significant impact on changes in students' lifestyles. The regression coefficient estimates are in the positive direction, with a significance value exceeding the critical threshold of 0.05, indicating a unidirectional relationship between the variables. The model determination estimate, at around 57.5%, confirms that TikTok and FOMO are able to explain a significant portion of the variation in students' lifestyles, while the remainder is influenced by factors outside the scope of this study. This finding confirms that TikTok functions not only as a medium of entertainment but also as an agent shaping lifestyles influenced by social and psychological pressures. Therefore, strengthening digital literacy is crucial so that students can use social media more rationally and responsibly.

Learning motivation is very important for students’ academic success, especially at the senior high school level. At SMA Negeri 3 Tana Toraja, there are still problems that cause low student motivation. These problems include lack of interest in learning, low self-confidence, and the use of technology mostly for entertainment purposes. This study aims to identify ways to improve students’ learning motivation through technology-based group guidance services. The research uses a library study method by collecting and analyzing scientific sources such as books and previous research journals. The results show that learning motivation is influenced by both internal and external factors. Internal factors include self-efficacy, while external factors include the fulfillment of needs for autonomy, competence, and social relatedness. Technology-based group guidance services can be an effective alternative because they combine social interaction with digital media that are familiar to students. Through discussions, sharing experiences, and the use of digital platforms, students become more active, open, and motivated in learning. Guidance and counseling teachers play an important role as facilitators in creating a supportive group dynamic. They provide positive reinforcement and help students develop self-confidence. Healthy group dynamics encourage supportive interactions, which in turn enhance students’ intrinsic motivation. Therefore, the integration of group guidance services and technology can be an effective strategy to improve students’ learning motivation and support optimal learning outcomes.

The internship program of Universitas Mayjen Sungkono in Begaganlimo Village introduced a training initiative focused on the Development of an Adaptive Learning Platform Based on D-PACK as an effort to enhance the quality of digital learning in Begaganlimo elementary schools. This training was designed to assist teachers in strengthening their ability to design and utilize interactive learning media supported by artificial intelligence (AI). Through this socialization activity, teachers were not only introduced to the use of adaptive technology but also guided to apply it in teaching practices so that the learning process becomes more effective, easier to understand, and more engaging for students. In addition, the socialization activities provided a deeper understanding of how technology can be used and integrated into teaching. Teachers not only learned to operate AI-based applications or devices, but they also gained insight into the pedagogical principles within the DPACK framework, which ensures that technology is applied appropriately. As a result, learning is expected to become easier to understand, more engaging, and capable of increasing students’ participation and motivation in the classroom.

This research investigates how digital transformation contributes to innovation in public services as part of the move toward smart governance. The study employs a literature review approach by evaluating a variety of pertinent materials, which include global journals, scholarly books, and official publications from the years 2018 to 2025. Results show that digital transformation notably enhances the quality of public services regarding their efficiency, effectiveness, openness, and ease of access. The incorporation of technologies like e-government platforms, mobile apps, artificial intelligence, and big data analysis allows governments to provide services that are quicker and more responsive. Additionally, digital platforms foster public involvement by offering means for communication and participation in decision-making activities. Despite these advancements, there are still several obstacles to overcome, such as the digital divide, insufficient infrastructure, low levels of digital skills, and resistance to change within bureaucracy. These issues emphasize the need for cohesive strategies that include investment in technology, development of human resources, and regulatory assistance. The study concludes that digital transformation is vital for achieving smart governance; however, its effectiveness relies on the preparedness of infrastructure, institutions, and society to embrace digital advancements.

The development of digital technology has significantly transformed consumer purchasing behavior in recent years. Shopping activities that were previously conducted in person have now shifted to e-commerce and social commerce platforms that offer greater convenience, speed, accessibility, and a variety of attractive promotions. Two platforms experiencing rapid growth in Indonesia are Shopee and TikTok Shop, both of which have gained popularity among diverse consumer segments. These platforms not only offer a wide range of products but also provide interactive shopping experiences through features such as promotions, live shopping, consumer reviews, personalized recommendations, and ease of transactions. This situation has led to notable changes in consumers' purchasing decision-making processes and preferences. Factors such as app usability, promotional strategies, consumer trust, social media influence, user engagement, and evolving digital lifestyles are becoming increasingly dominant in determining purchasing decisions. Therefore, this study aims to analyze the key factors influencing consumer purchasing decisions on the Shopee and TikTok Shop platforms in the digital era, as well as to provide deeper insights into consumer behavior in an increasingly digital marketplace.

The advancement of financial technology has resulted in the creation of electronic wallets that serve not only as payment instruments but also as platforms for electronic transactions and digital loan services. This situation engenders a conflict between the implementation and the prevailing regulation, specifically Bank Indonesia Regulation Number 18/40/PBI/2016 regarding Payment Transaction Processing, which raises concerns about legal certainty and user protection, particularly in relation to the delineation of supervisory authority between Bank Indonesia and the Financial Services Authority. This research aims to elucidate the regulation of electronic wallets in terms of legal clarity, legal protection, and oversight by the Financial Services Authority and Bank Indonesia concerning the adoption of electronic wallets. This study employs a normative legal methodology. Data is derived from secondary sources, encompassing primary, secondary, and tertiary legal literature. This study employs both a legislative and a conceptual methodology. The research findings suggest that the regulation of electronic wallets, as per Bank Indonesia Regulation, has not entirely met user requirements. Bank Indonesia Regulation Number 18/40/PBI/2016, on the Implementation of Payment Transaction Processing, does not explicitly address legal certainty and legal protection for users who deposit funds or utilise digital loan services on electronic wallets. This situation establishes a disparity between regulatory implementation and governing rules, which may result in insufficient oversight of electronic wallet operations and a discord of authority between Bank Indonesia and the Financial Services Authority regarding the supervision of financial transactions in Indonesia.

The routine prayer recitation activity with teenagers in Jatikalang Village, Krian, Sidoarjo, essentially arose from the need for moral development among teenagers amidst today's increasingly complex and externally influenced lives. Through this activity, it is hoped that teenagers can become closer to religious values ​​without feeling patronized, as the activities are simple and relevant to their daily lives. Furthermore, a sense of community among teenagers is fostered, becoming more than just a form of worship but also a positive gathering space. The implementation itself uses an Asset-Based Community Development (ABCD) approach, emphasizing existing community potential, such as the role of administrators, youth involvement, and available village facilities. The activity is relatively simple, starting with an opening and reciting prayers, rowi Diba' (the prayer of the Prophet), mahalul qiyam (the prayer of the Prophet), and closing with a short sermon (kultum) usually containing light but impactful messages. These activities are beginning to show changes: teenagers are becoming more active, a sense of togetherness is growing, and good habits such as discipline, mutual respect, and responsibility are gradually emerging. Furthermore, this activity serves as an alternative to prevent teenagers from getting caught up in less beneficial activities. There are still challenges, particularly with fluctuating attendance and the strong influence of the external environment. However, if maintained and developed consistently, this activity has great potential to become a platform for social and spiritual development for youth. Overall, this sholawat routine is quite effective in developing religious character and strengthening social ties within the community.

This study seeks to examine the impact of Social Media Marketing and Affiliate Marketing on Purchase Intent on the Shopee platform in Medan City. The research employed a quantitative methodology via a survey of 384 Shopee user respondents. We used Partial Least Square Structural Equation Modeling (SEM-PLS) to analyze the data. The findings indicated that Social Media Marketing exerts a positive and significant influence on Willingness to Buy, evidenced by a coefficient value of 0.104 (T-statistic = 2.987; P-value = 0.003). Affiliate Marketing likewise has a positive and substantial effect on Willingness to Buy, with a coefficient value of 0.284 (T-statistic = 5.947; P-value = 0.000). The study's findings suggest that management of e-commerce platforms like Shopee should make the most of social media to reach more people and get more people involved. Also, working with the correct affiliate partners can make product suggestions stronger and bring in more customers, which can lead to a big increase in sales conversions.

In response to the rapid development of technology in the economic sector, every Micro, Small, and Medium Enterprise (MSME) is required to accelerate its competitive capacity. The Community Service Program (Kuliah Kerja Nyata/KKN) plays a role as a form of community engagement aimed at empowering local potential, including Micro, Small, and Medium Enterprises (MSMEs). Several challenges faced by the cassava chips MSME at the KKN location include low business capacity and competitiveness due to limited branding and minimal utilization of digital marketing technology.The objective of this community service activity is to accelerate the capacity and competitiveness of the cassava chips MSME through digital branding assistance and the utilization of digital marketplaces. The implementation employed observation, socialization, and direct assistance methods to MSME actors, which included the creation and updating of brand identity (logo), registering the business location on Google Maps, and mentoring in the establishment of digital stores on e-commerce platforms. The results of this activity indicate an increase in MSME actors’ understanding of the importance of branding and digital marketing, as well as an expansion of product marketing reach through online channels. This KKN activity has a positive impact on enhancing business capacity and serves as an initial step toward strengthening the sustainable competitiveness of MSMEs.