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Analytics

Adit Septian Saepul Millah; Hendi Suhendi

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

The coffee shop industry in Indonesia is experiencing rapid growth that requires business owners to optimize data-driven strategies. This study aims to analyze customer preferences at Semanis Coffee and Resto using data mining methods  to support more effective business decision-making. The method used is Market Basket Analysis with the FP-Growth algorithm for association rule mining and the K-Means algorithm for customer segmentation. The research data consists of 672 sales transactions during the March-May 2025 period. The results of the association analysis with a minimum support of 0.004 and a minimum confidence of 0.2 resulted in five valid rules with a lift ratio above 1. The strongest rule is the combination of Americano→Milk Choco with a confidence of 42.9% and an elevator ratio of 5.229, indicating a strong linkage between products. The most popular products are Milk Choco (10.8%) and Americano (8.5%). Customer segmentation analysis identified three clusters: Cluster 0 (Loyal Customers) 80% with high frequency but low transaction value; Cluster 1 (Occasional Customers) 10% with low activity; and Cluster 2 (Large Buyers) 10% with high transaction value but low frequency. This study concludes that product bundling strategies, loyalty programs, reactivation campaigns, and premium services can be applied to increase the effectiveness of coffee shop businesses.

Resya Dwi Marselina; M. Rizal Septiadi; Salman Noviar Natanagara; Vian Ginanzar; M. Zaqi Abdul Wahab

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

The increasing competition in the coffee shop industry in Bandung requires businesses to adopt marketing strategies that emphasize long-term relationships with customers. This study aims to analyze the implementation of relationship marketing strategies in building business networks at Groei Coffee, a community-based café located in Sukapura, Bandung Regency. A descriptive qualitative approach was employed, with data collected through observation, interviews, and documentation. The findings indicate that relationship marketing at Groei Coffee is implemented through consistent product quality, two-way communication with customers, personalized services, and collaboration with campus communities and strategic partners. These strategies have proven effective in enhancing customer loyalty, expanding business networks, and strengthening the café’s competitive position in the food and beverage industry. However, several challenges were identified, including limited resources, price sensitivity among student customers, and dynamic consumer preferences. Therefore, an adaptive and sustainable approach is required to ensure that relationship marketing strategies provide long-term benefits for small and medium-sized enterprises (SMEs).

Sinky, Sita Prasti; Luayyi, Sri; Fauziyah, Fauziyah

Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN) 2026 FEB Universitas Maritim Semarang

This study aims to analyze the effect of education level on the quality of financial statements based on SAK EMKM, with accounting information systems as a moderating variable, focusing on coffee shop micro, small, and medium enterprises (MSMEs) in Kediri City, Indonesia. A quantitative approach was employed using primary data collected through structured questionnaires distributed to 32 business owners or financial managers selected by purposive sampling. Data were analyzed using descriptive statistics, classical assumption tests, and Moderated Regression Analysis (MRA) with SPSS software.The results indicate that education level has a positive and significant effect on the quality of financial statements, suggesting that higher educational attainment enhances accounting understanding and compliance with SAK EMKM. However, accounting information systems were found to weaken this relationship, indicating that system complexity, limited digital literacy, and insufficient technical training may reduce the effectiveness of education in improving financial reporting quality. These findings highlight that improving financial reporting quality among MSMEs requires not only higher educational capacity but also appropriate technological support and continuous technical assistance. This study contributes to the accounting literature by emphasizing the contextual role of accounting information systems in shaping the relationship between human capital and financial reporting quality in MSMEs.

Nada Salsabila Khansa; Ocha Dwi Palusi; Riani Efna Sari; Veliana Dian Maryasari; Ito Setiawan

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

The rapid growth of the culinary industry in Purwokerto has led to the emergence of numerous coffee shops with unique and competitive concepts. La Puerto Coffee & Eatery stands out as one of the leading businesses by implementing a green building concept and modern industrial design. This study aims to analyze the business processes of La Puerto using the SWOT and Value Chain methods to identify its strategic position and sustainable development opportunities. The research adopts a descriptive qualitative approach through direct observation, interviews with management and customers, and literature review. The results show that La Puerto’s main strengths lie in its eco-friendly concept, strategic location, and high-quality service, while its weaknesses include limited digitalization and underdeveloped marketing strategies. The Value Chain analysis reveals that most primary activities are effective; however, digital integration needs improvement to enhance efficiency and value creation. Overall, the combination of SWOT and Value Chain analyses provides a comprehensive understanding of business potential, suggesting that digital transformation, service innovation, and community-based marketing are key strategies for sustaining La Puerto Coffee & Eatery’s competitiveness in the dynamic culinary industry.  

Nasywa Damayanti; Shafira Rixas Febriana; Tria Patrianti

Jurnal Penelitian Komunikasi dan Sosialisasi 2026 Asosiasi Peneliti dan Pengajar Ilmu Sosial Indonesia

The coffee shop industry in Indonesia is experiencing rapid growth, leading to increasingly intense market competition, particularly among small and medium enterprises. Iro Rumah Kopi, an UMKM located in Lebak Bulus, is required to implement effective marketing communication strategies to strengthen its brand awareness. This study aims to analyze digital marketing communication practices conducted through social media platforms, especially Instagram and TikTok, which are widely used to reach young and urban audiences. A descriptive qualitative approach is applied to examine the content shared by the marketing team, focusing on messages, visual elements, storytelling techniques, and patterns of audience interaction. The results indicate that marketing communication plays a crucial role in shaping consumer perceptions and increasing brand visibility. Visual content combined with consistent storytelling and active engagement with followers successfully enhances audience interaction. The positioning of Iro Rumah Kopi as a “second home” emerges as a central message that fosters emotional connections with customers. Overall, the study concludes that consistent, creative, and relevant digital communication strategies significantly contribute to improving brand awareness and customer attachment.