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Analytics

Ahmad Hilmy Fawwazni; Ahmad Ashhabul Mubin; Jiddan Muhiza; Budiharjo, Budiharjo

Venus: Jurnal Publikasi Rumpun Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

This study analyzes customer attrition in barbershops through the application of the 4P marketing mix, which includes Product, Price, Place, and Promotion. The research was conducted using a questionnaire distributed to 30 barbershop customers, which aimed to assess their level of satisfaction regarding each element of the marketing mix. The findings revealed that while customers were generally satisfied with the quality of the haircuts and the cleanliness of the tools, there was an important demand for improvement in the quality and variety of additional products offered. The pricing strategy was considered affordable by most customers; however, some expressed dissatisfaction, indicating the need for better communication regarding the value of the services provided. Demographic analysis showed that the majority of respondents were young adults aged 18-25, highlighting a specific target market for barbershops. Overall, this study emphasizes the importance of effectively implementing the marketing mix to improve customer retention and satisfaction in the barbershop industry.

A’isy Fiklil Nafisah; Sudarmiatin Sudarmiatin; Agus Hermawan

International Journal of Management Science and Entrepreneurship 2025 International Forum of Researchers and Lecturers

Digital transformation has become a major driver in enhancing the competitiveness of Micro, Small, and Medium Enterprises (MSMEs) in the era of global competition. However, scientific evidence regarding the pathway of digital transformation and its impact on market performance remains separately distributed and has not been systematically synthesized. This study conducts a Systematic Literature Review (SLR) based on PRISMA 2020 on international publications within the 2013–2024 range. The results of the analysis indicate that the digital transformation pathway encompasses digital capability, digital orientation, digital integration, digital strategy alignment, and the utilization of operational technology. Each pathway contributes differently to market outcomes such as sales growth, customer retention, market expansion, and competitive advantage. The study also found the presence of moderating and mediating roles through innovation capability, dynamic capability, organizational culture, and competition intensity. This research produces an integrated conceptual model and recommendations for a further research agenda to deepen strategic management theory in the context of MSMEs.

Hendry Kus Hermawan; Krisna Bagus Samboro; Bayu Effendi; M. Fikriyadi Maulana; Ito Setiawan

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study develops a strategic information system plan to improve customer service at the Food Mood MSME in the food and beverage sector. The Ward and Peppard framework is used to map the business and technology environment through Value Chain, SWOT, PEST, and Porter's Five Forces analyses, which are then broken down into Critical Success Factors and measurable key performance indicators. The research design is a qualitative case study with semi-structured interviews with the owner and employees, observations during peak hours, and a review of operational documents. The mapping results in a prioritized portfolio that places a cloud-based point-of-sale system integrated with QRIS, a lightweight inventory and procurement module, a kitchen display system, and basic accounting as the foundation, followed by a mini customer relationship management and loyalty program, online channel integration, a sales dashboard, and simple demand forecasting. The formulated performance targets include a wait time of no more than eight minutes, an order error rate below one percent, stock-outs of less than one day per month, and 100% transaction recording. The suggested three-month roadmap is operational and provides immediate benefits in terms of increased service speed, data accuracy, and potential customer retention, while also confirming the relevance of Ward and Peppard's approach for the Indonesian MSME context.

Abdul Aziz Nasution; Hafiza Adlina; Onan Marakali Siregar

Jurnal Manajemen Kreatif dan Inovasi 2025 International Forum of Researchers and Lecturers

This study aims to analyze the effect of product variation and store atmosphere on customer revisit intention at Kilat Kuphi, Jalan Garuda, Medan. A quantitative associative approach was applied by distributing questionnaires to 100 respondents, and the data were analyzed using inferential statistics with SPSS. The results show that both product variation and store atmosphere have a positive and significant influence, either partially or simultaneously, on revisit intention. Product tangibility and interior display emerged as dominant indicators in shaping positive customer experiences. These findings highlight that continuous innovation in product offerings and store atmosphere management is crucial for enhancing customer loyalty and ensuring business sustainability. Furthermore, the study emphasizes the importance of maintaining consistency in both product offerings and store ambiance to ensure that customers return. By focusing on these two key areas, businesses can foster long-term relationships with customers, increase brand loyalty, and ultimately enhance profitability. The implications of this study suggest that retailers, particularly in the competitive market of Medan, should prioritize not only product diversity but also the creation of a pleasant and immersive store environment to drive customer retention.

Maria Stephanie; Duta Liana; Idrus Jusat

International Journal of Entrepreneurship and Management 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

In the healthcare sector, patient revisit intention serves as an important measure of hospital success, influencing financial stability, operational effectiveness, and long-term patient retention. With increasing competition, hospitals must strengthen trust, improve service quality, and maintain a positive institutional image to retain patients. This study focuses on the declining number of non-BPJS (non-insured) patients at Cinta Kasih Tzu Chi Hospital, Cengkareng, which impacts revenue sustainability. The research aims to assess how trust and customer perceived value affect revisit intention, and whether hospital image moderates these relationships. A quantitative approach was applied using a structured questionnaire distributed to 95 non-BPJS outpatients who had previously sought treatment more than once. Data were analyzed through Structural Equation Modeling (SEM) using the Partial Least Squares (PLS) method via SmartPLS software. The findings reveal that both trust and perceived value significantly and positively influence revisit intention, implying that patients with strong trust and satisfaction tend to return. Although hospital image directly influences revisit intention, it does not significantly moderate the link between perceived value and revisit intention. Therefore, hospitals are advised to enhance patient trust and perceived value while sustaining a credible institutional image to strengthen loyalty among non-BPJS patients

Hany Octafiany; Purwatiningsih Purwatiningsih

Maeswara : Jurnal Riset Ilmu Manajemen dan Kewirausahaan 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to empirically analyze the influence of Brand Image, Service Quality, and  Price on Guest Loyalty in CV Betah Banget Corp, an entity in the accommodation industry that faces fierce competition in the digital era. The quantitative method was used with a multiple linear regression analysis approach to test the relationships between variables. The results of the partial test showed that Brand Image had a significant influence on Guest Loyalty (Count = 2.701 > Ttable = 1.659; sig = 0.008 < 0.05), confirming that positive perception of Brand Image is a key factor in building customer loyalty. Service quality showed a very significant influence (Thcal = 7,338 > Ttable = 1,659; sig = 0.000 < 0.05), strengthening the role of service as a key driver of guest retention amid increasing consumer expectations. In contrast, the  Price variable did not show a significant influence on Guest Loyalty (Thcal = 0.709 < Ttable = 1.659; sig = 0.480 > 0.05), indicating that the  Price aspect is not a major determinant in a customer's decision to remain loyal. These findings provide strategic implications for accommodation industry players to prioritize strengthening Brand Image and improving service quality in an effort to maintain customer loyalty.

Shaqina Yunika Dewi; Terra Saptina Maulani

Journal Economic Excellence Ibnu Sina 2025 STIKes Ibnu Sina Ajibarang

This study aims to examine the responses of Gen Z regarding the influence of Emotional Branding and BrandImage on Customer Loyalty of Teh Gelas products among Gen Z in Bandung, both partially and simultaneously. The intense competition in the packaged tea drink market, along with the consistent decline in Teh Gelas brand index, the changing lifestyle, and consumption patterns of Gen Z, highlight significant challenges for Teh Gelas in maintaining customer loyalty. Additionally, negative consumer reviews on social media further weaken the BrandImage of Teh Gelas. The research method used is quantitative with a descriptive and verificative approach, and data collection was carried out through the distribution of questionnaires to 100 respondents. The analytical instruments include validity testing, reliability testing, classical assumption testing, normality testing, multicollinearity testing, heteroscedasticity testing, multiple linear regression analysis, t-test (partial), f-test (simultaneous), correlation coefficient testing, and coefficient of determination analysis, with the help of SPSS Version 30 software. The research results show that the significance level of f is 0.01, which is smaller than 0.05. Therefore, H_03 is rejected, which means that Emotional Branding and BrandImage have a simultaneous effect on Customer Loyalty of Teh Gelas products among Gen Z in Bandung.

Riang Santi Darni Zai; Yugi Setyarko

Jurnal Manajemen Bisnis Era Digital 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to determine the role of brand awareness, brand image, and brand trust in building brand loyalty among users of Samsung smartphones. The data source used in this study is primary data collected through questionnaires. The research population consists of consumers who use Samsung smartphones in West Nias Regency. A survey method was employed, with a sample size of 100 respondents who are Samsung users. The sampling technique applied was non-probability sampling, specifically using purposive sampling, and the sample size was determined using the Lameshow formula, with 100 respondents selected. The data analysis was conducted using SPSS version 22 software. The results of this study indicate that brand awareness, brand image, and brand trust all have a positive and significant impact on brand loyalty. Among these factors, brand trust emerged as the most influential element in fostering brand loyalty. This highlights the importance of trust in maintaining long-term customer relationships and ensuring that consumers remain committed to the Samsung brand. Brand trust can be built through consistent product quality, transparent communication, and delivering on promises made to customers. Additionally, brand awareness and brand image are also critical in influencing consumer perception and encouraging repurchase behavior. High brand awareness ensures that consumers recognize the brand, while a strong brand image fosters positive associations with the brand. Companies should focus on enhancing these three aspects in order to build stronger customer loyalty. The results of this study can serve as valuable insights for businesses, particularly in the smartphone industry, to improve their customer retention strategies by strengthening brand loyalty through effective brand management practices.  

Andhini Fitria Nurmalasari; Taufik Akbar; Zulfia Rahmawati

Jurnal Penelitian Manajemen dan Inovasi Riset 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study investigates the impact of taste and service quality on customer loyalty, with customer satisfaction serving as a mediating variable, at Dapoer MbokSum Kediri. The research adopts a quantitative approach, utilizing both primary and secondary data sources. Primary data were obtained through the distribution of structured questionnaires to customers, while secondary data were collected via interviews with the business owner and direct field observations to gain a deeper understanding of operational practices. A total of 120 respondents were selected through accidental sampling, ensuring that participants met specific criteria relevant to the study objectives. The data analysis was conducted using SmartPLS 4.0, incorporating validity and reliability testing to ensure the robustness of the measurement instruments, as well as hypothesis testing to evaluate the relationships between variables. The results of the analysis indicate that both taste and service quality exert significant and positive influences on customer satisfaction. Furthermore, service quality demonstrates a significant and direct positive effect on customer loyalty. In contrast, taste does not show a direct influence on loyalty, suggesting that its effect on loyalty is more indirect and mediated by satisfaction Additionally, the mediation analysis confirms that customer satisfaction plays a critical role in linking both taste and service quality to customer loyalty. This implies that while customers may appreciate the taste of food, it is their overall satisfaction—encompassing both taste and service experiences—that ultimately drives loyalty. The study highlights the importance for culinary businesses, particularly in the competitive food service industry, to focus not only on product quality but also on delivering excellent service to enhance satisfaction and foster long-term customer relationships. The findings provide practical insights for Dapoer MbokSum Kediri and similar establishments to strategically prioritize service quality improvements alongside maintaining food taste to maximize customer retention and loyalty.

Ni Kadek Intan Milinia Purwani; Ni Putu Nita Anggraini; Agus Wahyudi Salasa Gama

International Journal of Economics and Management Sciences 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Customer loyalty is a crucial pillar in the banking industry, especially amidst increasingly fierce competition and rapid digital transformation. Loyalty not only reflects brand attachment but also reflects the level of customer trust and satisfaction with the services provided. This study aims to analyze the role of customer value and service quality in building customer loyalty, with customer satisfaction as an intervening variable. The study was conducted at the BRI Tabanan Branch using a quantitative approach. The research sample consisted of 383 respondents selected using the Krejcie and Morgan formula. Data were collected through questionnaires, interviews, and documentation, then analyzed using path analysis to examine the direct and indirect relationships between variables. The results show that customer value and service quality significantly influence customer satisfaction. Both variables also have a direct effect on customer loyalty, while also exerting an indirect effect through customer satisfaction as a mediating variable. In other words, increasing perceived value and service quality not only drives satisfaction but also strengthens loyalty, both directly and through the effects of satisfaction. These findings emphasize the importance of strategies to increase value and service quality as an effort to maintain loyalty amid changing customer preferences and digital disruption. For banking practitioners, the implications of this research can serve as a reference in designing more personalized, value-oriented, and technology-based service programs to increase long-term customer retention and strengthen competitiveness in an increasingly competitive market.

Putu Anom Wisnu Wisnawa; Anak Agung Putu Agung; I Nengah Suardhika

International Journal of Economics and Management Sciences 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The study aims to examine the influence of word of mouth (WOM) and customer relationship management (CRM) on customer loyalty at PT Garuda Sertifikasi Indonesia, with customer delight serving as a mediating variable. This research is motivated by the increasing competition among certification service providers, which requires companies to implement effective strategies to retain and satisfy their customers. The target population in this study encompasses the entire client base of PT Garuda Sertifikasi Indonesia, totaling 429 individuals. The sampling technique used was Hair’s formula, resulting in 70 respondents. Data were collected through questionnaires, interviews, and documentation. A path analysis technique was used to analyze the data to determine direct and indirect effects between variables. The findings indicate that both WOM and CRM positively influence customer loyalty. Effective word-of-mouth strategies help build the company’s reputation and trust, while CRM ensures consistent communication, better service, and long-term customer engagement. The research also found that WOM and CRM positively affect customer delight. Customers who experience exceptional service and personalized attention tend to be more satisfied and emotionally connected to the brand. Furthermore, customer delight was proven to have a significant positive impact on customer loyalty. It also acts as a mediating variable, strengthening the effect of WOM and CRM on loyalty. This means that delighted customers are more likely to remain loyal and advocate for the company. The results of this study emphasize the importance of maintaining strong relationships and exceeding customer expectations in order to build sustainable loyalty. This research contributes valuable insights for service-based companies in enhancing marketing and customer retention strategies.

Jessica Sheva Angeline; Ni Made Rastini

International Journal of Management 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the mediating role of brand image in the effect of promotional appeal on customer loyalty, specifically in the context of Jiniso fashion products. The research was conducted in Denpasar City using a non-probability sampling method with a purposive sampling technique. A total of 100 respondents were selected based on specific criteria relevant to the study objectives. The data were analyzed using inferential statistical techniques, including path analysis, the Sobel test, and the Variance Accounted For (VAF) test to determine the direct and indirect effects between variables. The results of the study show that promotional appeal has a positive and significant effect on customer loyalty, indicating that attractive and persuasive promotional strategies are capable of increasing consumer commitment to the brand. Furthermore, promotional appeal has a positive and significant effect on brand image, meaning that well-designed promotional messages help build a favorable perception of the brand among customers. The findings also reveal that brand image has a positive and significant effect on customer loyalty, demonstrating that a strong brand image enhances customer retention and repeated purchases. Importantly, the analysis indicates that brand image partially mediates the relationship between promotional appeal and customer loyalty. This suggests that while promotional appeal directly influences loyalty, it also indirectly enhances loyalty through the improvement of brand image. These findings provide practical implications for marketers and brand managers, emphasizing the importance of developing integrated marketing strategies that combine promotional efforts with brand-building activities to strengthen customer loyalty in the competitive fashion industry. Future research could examine other mediating factors or expand the study to other sectors to increase external validity.

Kanaya Trinazwa; Suhaila Husna Samosir; Rukmini Rukmini; Muhammad Dani Habra

International Journal of Management and Digital Sciences 2025 International Forum of Researchers and Lecturers

This study aims to identify and measure the influence of customer relationships, customer satisfaction, and brand image on customer loyalty at Ryandini’s Sweet Chicken Claw business, located in Sei Sijenggi Village, Hamlet III, Perbaungan District, Serdang Bedagai Regency. A quantitative research method was employed, with data collected through observation, documentation, and questionnaires. The questionnaires used a Likert scale as a measurement tool to assess respondents’ opinions accurately. Data analysis was conducted using several stages, including validity and reliability tests, classical assumption testing, and multiple linear regression analysis, processed through SPSS version 22. These methods were used to ensure the validity of the instrument and the consistency of the findings. The research findings demonstrate that customer relationships have a significant and positive effect on customer loyalty. Customers who feel connected and valued by the business are more likely to remain loyal. Likewise, customer satisfaction—reflecting the extent to which customers' expectations are met or exceeded—has a strong and positive influence on loyalty. In addition, the brand image of the business, which encompasses customer perceptions and reputation of the product, also significantly influences loyalty in a positive direction. Furthermore, the simultaneous analysis of customer relationships, customer satisfaction, and brand image shows that all three variables jointly have a significant and positive impact on customer loyalty. This means that enhancing these three factors can strengthen customer retention and long-term commitment. These results provide valuable insights for small business owners in the food and beverage industry. Focusing on building strong relationships with customers, consistently delivering satisfaction, and maintaining a positive brand image are essential strategies to increase loyalty. For Ryandini’s Sweet Chicken Claw and similar businesses, these findings offer practical guidance for developing customer-centered marketing strategies in an increasingly competitive market.

Diah Safitri; Nidia Wulansari

Jurnal Manajemen Pariwisata dan Perhotelan 2025 International Forum of Researchers and Lecturers

This study aims to analyze the impact of experiential marketing on repurchase intention, mediated by guest satisfaction at Aston Batam Hotel & Residence. The background phenomenon underlying this research is the discrepancy between the high number of guests staying and the low number of returning guests during the period from January to June 2024. Despite receiving many positive reviews, the hotel has yet to establish strong customer loyalty. This indicates a need to evaluate the hotel's marketing strategies and the guest experience it provides. A quantitative approach was adopted, employing the Structural Equation Modeling–Partial Least Squares (SEM-PLS) method. A total of 130 respondents were obtained through the distribution of questionnaires using a five-point Likert scale, measuring guest perceptions of experiential marketing, guest satisfaction, and repurchase intention. The data were analyzed using SmartPLS software to test the validity, reliability, and relationships among the structural model variables. The results of the analysis show that experiential marketing does not have a direct significant effect on repurchase intention, but it has a positive and significant effect on guest satisfaction. Furthermore, guest satisfaction is proven to have a significant impact on repurchase intention. The findings also confirm that guest satisfaction acts as a mediating variable in the relationship between experiential marketing and repurchase intention. The conclusion of this study emphasizes that guest satisfaction is a crucial factor in building customer loyalty and encouraging the intention to repurchase. Therefore, the hotel needs to enhance the quality of the customer experience holistically—not only focusing on service delivery but also creating meaningful and memorable impressions. In the highly competitive hospitality industry, delivering impactful and satisfying experiences is key to retaining customers and increasing guest retention. This study provides both theoretical and practical contributions to the development of experience-based marketing strategies and offers a deeper understanding of the role of guest satisfaction as a key driver of customer loyalty.

Enoch David Lontolawa; Zumrotul Fitriyah

Prosiding Seminar Nasional Ilmu Ekonomi dan Akuntansi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study examines a comprehensive approach to addressing common issues in laundry services, such as ineffective scheduling, skills gaps, and operational inefficiencies. The research focuses on RPK Omah Laundry Prapen, aiming to improve work processes and optimize human resources in this laundry business. The proposed solutions include the implementation of an attendance system, financial application training, laundry and ironing skills training, and a single-shift work system. The attendance system is designed to improve workforce punctuality, while the financial application training aims to enhance employees' understanding of financial management. Additionally, providing specific training on laundry and ironing techniques helps to bridge the skills gap and ensure high-quality service. The introduction of a single-shift work system aims to increase efficiency by streamlining operations and reducing staff fatigue. The results of the study indicate that these proposed solutions lead to several positive outcomes. The attendance system contributes to better time management, fostering a sense of responsibility among employees. Financial application training helps staff manage the business's finances more effectively, leading to more informed decision-making. Furthermore, the skills training program has shown improvements in the quality of laundry and ironing services, which directly impacts customer satisfaction and retention. The adoption of a single-shift work system reduces operational costs and increases the overall efficiency of the laundry services. Ultimately, this approach enhances fairness, operational efficiency, and productivity, creating a more conducive work environment. Implementing these integrated solutions can help laundries, such as RPK Omah Laundry Prapen, achieve better, sustainable performance by addressing key operational challenges and maximizing their workforce's potential. This study provides valuable insights for other laundries looking to optimize their operations and improve long-term business success.

Mohammad Yusuf Hussein; Ustadus Sholihin; Iing Sri Hardiningrum

Jurnal Penelitian Manajemen dan Inovasi Riset 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to examine the influence of independent variables—Social Media, Pricing, and Promotion—on the dependent variable, Repurchase Decision, at Kedai Kopi Bersahaja. A quantitative research method was employed, utilizing multiple linear regression analysis with the assistance of SPSS 25 software. The population of the study consisted of 226 consumers, and a sample of 107 respondents was selected using incidental sampling techniques. Data were collected through questionnaires distributed to visitors who had made at least one purchase at the coffee shop. The results of the analysis indicate that each independent variable—Social Media, Pricing, and Promotion—has a positive and statistically significant partial influence on the Repurchase Decision. Additionally, the variables collectively demonstrate a strong simultaneous influence, suggesting that an integrated marketing approach is crucial for fostering customer retention and encouraging repeat purchases. Among the three, Social Media showed the most dominant influence, emphasizing the growing role of digital presence and online engagement in shaping consumer preferences and purchasing patterns. Based on these findings, it is recommended that Kedai Kopi Bersahaja maximize the use of social media platforms such as Instagram, TikTok, and Facebook by creating engaging, relevant, and interactive content that resonates with the target audience. Content strategies may include customer testimonials, behind-the-scenes videos, product highlights, and limited-time offers. Pricing should be evaluated periodically to remain affordable yet profitable, considering both market competition and perceived customer value. Meanwhile, promotion efforts can be diversified through the use of loyalty programs, bundle offers, student discounts, and digital coupons. The synergy between these three marketing factors—if consistently and strategically applied—is expected to enhance customer loyalty, strengthen brand image, and significantly increase the likelihood of repurchase decisions. These efforts are essential for building sustainable business growth in the competitive food and beverage industry.

Prashanthan, Amirthanathan

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

The study presents a comprehensive framework for optimizing customer retention budget by integrating clustering, classification, and mathematical optimization techniques. The study begins with the IBM Telco dataset, which is prepared through data cleansing, encoding, and scaling.  In the preliminary phase, customer segmentation is performed using K-Means clustering, with k = 3 and k = 4 identified as optimal based on the elbow method and Silhouette score. The configurations produced three (Premium, Standard, Low) and four (Premium, Standard Plus, Standard, Low) customer segments based on purchase preferences, which served as input features for churn prediction. In the second phase, the dataset was divided into training and test sets in an 80:20 ratio, followed by data balancing using the Synthetic Minority Over-sampling Technique (SMOTE) and Edited Nearest Neighbors (ENN). Multiple classification algorithms were evaluated, including Naive Bayes (NB), Random Forest (RF), Categorical Boosting (CatBoost), Light Gradient Boosting Machine (LightGBM), Extreme Gradient Boosting (XGBoost), Gradient Boosting (GB), Support Vector Machine (SVM), Logistic Regression (LR), K-Nearest Neighbors (KNN), and Multi-Layer Perceptron (MLP) using F1-score as the performance metric. CatBoost and LightGBM, with k values of 3 and 4, respectively, were the highest-performing classification models, with only minimal differences in performance.    Ultimately, customer segmentation established customer prioritization, whereas churn prediction assessed customer churn likelihood. Four distinct configurations were assessed utilizing mixed-integer linear programming (MILP) to optimise retention budget allocation within uniform budget constraints, discount amounts, and churn thresholds. In both the k=3 and k=4 scenarios, CatBoost surpassed LightGBM, with CatBoost at K=3 effectively discounting 66% of at-risk consumers across all three segments, hence improving the intervention's efficacy and budget allocation, making it the ideal choice for maximizing customer retention. The results demonstrate the importance of segmentation in enhancing retention budgeting and budget optimization, particularly concerning parameter sensitivity.

Purwadi, Purwadi; Yudanto, Satyo; Wibowo, Arief

Dinamik 2025 Universitas Stikubank

The bodywork industry in Indonesia is under high competitive pressure, requiring companies to be more adaptive in understanding customer behavior in order to maintain business continuity. PT. Bengawan Karya Sakti as one of the national bodywork companies, has not optimally utilized historical transaction data to assess customer loyalty. This study aims to identify customer loyalty segmentation through the application of the RFM (Recency, Frequency, Monetary) method, which is used to analyze sales transaction data in 2022 and 2023. The study uses the CRISP-DM approach which includes the stages of business understanding, data exploration, data cleaning and processing, modeling, evaluation, and implementation of results. The transaction data analyzed includes attributes of transaction date, customer, number of transactions, and transaction value, which are then processed into RFM scores based on the transaction year and classified into categories such as Very Loyal, Loyal, At Risk, and others. The segmentation results show an increase in the number of very loyal customers from 2022 to 2023, as well as a significant decrease in inactive and at-risk customers. The chi-square statistical test shows that the difference in customer distribution between years is statistically significant (p-value <0.05), indicating a real influence from the company's strategy or external factors. The main conclusion of this study is that the RFM method is effective in the bodywork industry to support data-based marketing decision making and more targeted customer retention strategies.

Fathoni Dwi Atmoko

Uranus: Jurnal Ilmiah Teknik Elektro, Sains dan Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Public transportation, with Transjakarta as its main pillar, requires a deep understanding of customer behavior to improve service quality and maintain loyalty. This study aims to segment Transjakarta customers using data mining techniques, specifically the K-Means Clustering algorithm, based on the RFM (Recency, Frequency, Monetary/Value) behavioral model. 37,900 rows of raw transaction data were processed into a clean database, resulting in 1,917 unique customers for analysis. The RFM metrics were then normalized using Min-Max Scaler. The optimal number of clusters was evaluated using the Elbow Curve and Silhouette Score Methods, which led to the determination of k = 4 clusters. The segmentation results identified four customer groups requiring specific strategies: Cluster 3 (Champions) with high R, F, and V (requiring rewards and retention); Cluster 0 (Active, Low Value) with high R and F but low V (requiring upsells and cross-sells); Cluster 1 (Potential/At-Risk); and Cluster 2 (Dormant/Lost). Preliminary analysis (EDA) showed that nearly half of customers (49.3%) used Bank DKI cards, dominated by the productive age group (25–45 years old), with the Rusun Kapuk Muara–Penjaringan route being the busiest. The main managerial recommendation is to strengthen the partnership with Bank DKI and optimize services in this busy corridor.

Dimas Aditya Saputra; Aida Sari

International Journal of Management and Digital Sciences 2025 International Forum of Researchers and Lecturers

This study examine the impact of product quality and service quality on consumer loyalty toward Bakso Adi, a local culinary business in Lampung, Indonesia. In recent years, consumers have become increasingly discerning, making product satisfaction and service experience crucial elements in shaping their loyalty. The research aims to examine how these two variables affect customer loyalty behavior, including repeat purchases, positive recommendations, and resistance to switching brands. The study employs a quantitative approach using a multiple linear regression model, with data collected through a questionnaire to 100 respondents (purposive sampling). The findings is both product quality and service quality significantly positively impact consumer loyalty. Product quality influences loyalty by meeting consumer expectations in taste and consistency, while service quality contributes through positive emotional experiences during customer interactions. These findings highlight the dual importance of maintaining high standards in both product and service aspects to retain customer trust and engagement. In conclusion, businesses like Bakso Adi must prioritize continuous improvement in product quality and service delivery to foster long-term customer loyalty. This study contributes to the understanding of loyalty formation in local food businesses and offers practical insights for customer retention strategies.