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Analytics

Santo Dewatmoko; Nadia Rizky Vindiazhari; Zaenal Muttaqien

Jurnal Manajemen Riset Inovasi 2026 Pusat Riset dan Inovasi Nasional

This study examines customer churn prediction in subscription-based telecommunications from a digital marketing perspective using machine learning. The analysis utilizes a secondary dataset of 7,043 customer records that simulate behavioral, contractual, and financial attributes commonly found in telecom services. Three classification algorithms Logistic Regression, Random Forest, and Gradient Boosting are applied to model churn behavior. Data preprocessing includes handling missing values, encoding categorical variables, and splitting data into training and testing sets. Model performance is evaluated using accuracy, recall, and ROC-AUC, with emphasis on recall due to its importance in identifying at-risk customers. The results show that Gradient Boosting achieves the highest overall performance with an ROC-AUC of 0.84, while Logistic Regression provides relatively higher recall. Key drivers of churn include short-term contracts, higher monthly charges, and lower service engagement. However, recall remains moderate, indicating limitations in capturing complex behavioral factors. These findings suggest the need to combine predictive models with behavioral insights and highlight the importance of early customer engagement and long-term retention strategies.

Siti Saniati Saparina; Firda Isnawati; Hilmi Satria Himawan; Wehdawati Wehdawati; Sofyan Hakim

Jurnal Pengabdian Kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

This community engagement program addresses the limited digital marketing utilization of Be Bloomy Bouquets, a creative knitting business, within the MBKM Entrepreneurship framework. The program aims to design and implement adaptive digital marketing strategies to enhance brand visibility, competitiveness, and business sustainability. Using a Participatory Action Research (PAR) approach, the program was conducted from October to November 2025 through preparation, implementation, and evaluation stages. The results indicate that digital marketing assistance via Instagram and TikTok significantly increased audience reach, customer interaction, and brand awareness, while marketplace utilization still requires further optimization. The discussion highlights that integrating handmade product creativity, digital branding strategies, and participatory reflection fosters entrepreneurial behavior change and strengthens local leadership capacity. In conclusion, the program generates not only technical improvements in marketing performance but also social transformation through enhanced digital literacy, independence, and local leadership. Future recommendations emphasize content consistency, production management, and sustainable digital marketing strategies.

Rani, Dewa Ayu Angga; Anggreni, Ni Wayan Yuli

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

This study aims to examine the application of heart-centered communication based on Nonviolent Communication (NVC) Theory in interactions between employees and guests at the Masainn Hotel, Kuta, Bali. NVC, developed by Marshall Rosenberg, stresses empathetic engagement built on four core components: observation, feelings, needs, and requests. Using a descriptive qualitative approach, data were collected through in-depth interviews with guests and direct field observations of daily service interactions. The findings indicate that employees consistently apply empathy-driven communication by offering warm greetings, attentive service, and genuine emotional presence. These behaviors help create a family-like environment that makes guests feel comfortable and emotionally connected to the hotel. Notably, one guest reported returning to the hotel for three consecutive years, having been introduced by a friend who has been a loyal customer for nine years. This demonstrates that NVC-based communication contributes significantly to guest satisfaction, trust, and long-term loyalty. Furthermore, the study highlights the strategic role of emotional intelligence and compassionate communication in shaping service quality within the hospitality industry. By integrating NVC principles into daily service practices, hotels can foster stronger interpersonal relationships, enhance guest experiences, and build sustainable customer retention.

Zerlynda Ali; Hudi Santoso

Jurnal Riset Rumpun Seni, Desain dan Media 2026 Pusat Riset dan Inovasi Nasional

This study aims to analyze the optimization of the Yoona Squad Leader wellness community program in strengthening the brand awareness of Yoona Women. The increasing awareness of feminine hygiene and the growing concern regarding the safety of menstrual products serve as the foundation of this research, considering that more than half of Indonesian women report irritation and discomfort related to conventional sanitary pad use (Manoppo, 2022; Putinah et al., 2020). In addition, laboratory findings by the Indonesian Consumers Foundation (YLKI, 2015) revealed traces of chlorine and dioxin in many commercial sanitary pads, indicating potential reproductive health risks. The study employed a descriptive qualitative approach through observation, interviews, and active participation in the marketing division of PT Yoona Digital Indonesia during August–December 2025. The findings show that the Yoona Squad Leader program effectively strengthens all stages of the 5A Customer Path—Awareness, Appeal, Ask, Act, and Advocate—as conceptualized in Marketing 5.0: Technology for Humanity (Kotler, Kartajaya, & Setiawan, 2021). Community-based engagement drives emotional bonding, advocacy behavior, and value-based loyalty through empathy-driven communication. This program successfully empowers women to become advocates for menstrual health awareness while reinforcing brand credibility and consumer trust. The study highlights the strategic importance of community-based marketing as a sustainable approach to building human-centered loyalty and enhancing brand equity in the digital wellness industry.

Susilowati Susilowati

JURNAL HUKUM, POLITIK DAN ILMU SOSIAL 2023 Pusat Riset dan Inovasi Nasional

Credit Guarantee in the Syndicated Bank Credit Agreement is the most important guarantee in the Syndicated Credit Agreement which is the main discussion in this Legal Writing. The method that the author uses in this legal research is normative juridical, where the documents used as guidelines in the preparation are primary legal documents and secondary legal documents. The Credit Guarantee in the Syndicated Credit Agreement that I will use is a credit guarantee with concession rights which includes toll road concession revenues, escrow accounts, and insurance claims. The Credit Guarantee is important to cover or guarantee the Creditors in the Syndicated Bank in the event of a default or bad credit or default from the Debtor. Collateral as regulated in Law number 7 of 1992 concerning Banking as amended by Law number 10 of 1998 concerning Amendments to Law number 7 of 1992 concerning Banking, guarantee is defined as "faith in faith and ability and ability of the customer or debtor to pay off the debt or return the financing as agreed. Credit guarantees (debts) as regulated in article 1131 of the Civil Code are "all objects of the debtor, both movable and immovable, both existing and those that will exist in the future, become dependents for all individual engagements". The credit guarantee that will be discussed in this legal writing is the credit guarantee in the Syndicate Credit Agreement or syndicate loan in the form of concessions. Concession is the granting of rights, permits, or land by the Government, companies, individuals, or other legal entities. The granting of concession rights is generally applied to the development of partnerships between the government and the private sector. Syndicated credit is one of the types of credit, but the difference in Syndicated Loans is related to the number of creditors. In the Syndicated Credit Agreement, the creditor is more than one creditor. The discussion of Syndicated Credit Guarantee that will be discussed in this legal writing is the Credit Guarantee in the Syndicated Credit Agreement between PT. JJP with PT. BNI Bank, PT. Bank Mandiri, PT. Bank BRI and PT. Bank BPD Central Java in terms of the construction of the Semarang Toll Road. The object of the Credit Guarantee in the Syndicated Credit Agreement in the form of Concession Rights which is not a fiduciary or mortgage must be made in the agreement related to the risks that will occur as a result of the syndicated credit agreement, especially on the guarantee so that no party is harmed from the syndicated credit agreement and development can run smoothly. In this regard, the Government should always be innovative towards legal regulations in line with development progress so that they do not become legal problems in the future.