Customer satisfaction and loyalty analysis with classification algorithms and Structural Equation Modeling

2015 ◽  
Vol 86 ◽  
pp. 95-106 ◽  
Author(s):  
Adnan Aktepe ◽  
Süleyman Ersöz ◽  
Bilal Toklu
2017 ◽  
Vol 2 (1) ◽  
pp. 45-52
Author(s):  
Iha Haryani Hatta

The aim of this study was to determine the relationship of the features of the value, satisfaction, and customer loyalty; the effect on the value of customer satisfaction and loyalty; influence of satisfaction on customer loyalty. A total of 200 merchant PT. BANK XYZ as respondents was selected randomly. Analyses were performed using structural equation modeling (SEM). The analysis showed that the feature has a significant influence on customer value, but not for customer satisfaction and loyalty. The values has a significant influence on satisfaction, but not on customer loyalty. Satisfaction has a significant influence on customer loyalty. Discussion and conclusions described in the article. Keywords: features of the value, satisfaction, customer loyalty


2020 ◽  
Vol 4 (2) ◽  
pp. 126
Author(s):  
Muhammad Basyir

This study analyzes the effect of physical evidence on customer satisfaction and loyalty of sharia banks in Banda Aceh. The sharia banks comprise Bank Aceh Syariah, BRI Syariah, BNI Syariah, Bank Mandiri Syariah, and Bank Danamon Syariah. Data gathering through distributing questionnaires to 250 customers who were determined by purposive sampling. Using multivariate statistical structural equation modeling (SEM) as a data analysis means, the study found that physical evidence has a positive effect on customer satisfaction and loyalty. The existence of customer satisfaction mediates the effect of physical evidence on customer loyalty. Keywords: Physical evidence, customer’s satisfaction, customer’s loyalty and structural equation modeling.


KEBERLANJUTAN ◽  
2020 ◽  
Vol 5 (2) ◽  
pp. 157
Author(s):  
Zahra Fakhrana

This study aims to understand the role of service quality and trust in developing customer satisfaction and loyalty at JNE Margonda, Depok. The research is used as a quantitative approach. Respondents are 127 people who were taken by purposive sampling technique. This study uses Structural Equation Modeling (SEM) with Lisrel 8.80 applications for analyzing the data. All three hypotheses are accepted, and the data supports the model. H1: service quality has a positive and significant effect on customer satisfaction. H2: Trust has a positive and significant impact on customer satisfaction. H3: Customer satisfaction has a positive and significant effect on customer loyalty. The Conclusion: (1) The high quality of service from JNE Margonda Depok increases customer satisfaction (2) If trust in JNE Margonda Depok is high, then higher customer satisfaction will be higher too; (3) Respondents who feel satisfied when using JNE Margonda services will be more loyal to JNE Margonda Depok ABSTRAKPenelitian ini bertujuan untuk mengetahui pengaruh kualitas layanan dan kepercayaan terhadap kepuasan dan loyalitas pelanggan JNE Margonda, Depok. Penelitian dilakukan dengan pendekatan kuantitatif. Responden sejumlah 127 orang yang diambil dengan teknik purposive sampling. Analisis data menggunakan Structural Equation Modeling (SEM) dengan aplikasi Lisrel 8.80. Tiga hipotesis penelitian ini diterima semua, data mendukung model. H1: Kualitas layanan memiliki pengaruh positif dan signifikan terhadap kepuasan pelanggan. H2: Kepercayaan memiliki pengaruh positif dan signifikan terhadap kepuasan pelanggan. H3: Kepuasan pelanggan memiliki pengaruh positif dan signifikan terhadap loyalitas pelanggan. Kesimpulan : (1) Kualitas layanan yang tinggi dari JNE Margonda Depok meningkatkan kepuasan pelanggan; (2) Semakin percaya responden terhadap JNE Margonda Depok akan semakin tinggi pula  kepuasan pelanggannya; 3) Kepuasan yang tinggi dari pelanggan akan membuat pelanggan semakin loyal terhadap JNE Margonda Depok


2021 ◽  
Vol 11 (1) ◽  
pp. 6
Author(s):  
Cristina Calvo-Porral ◽  
Jean-Pierre Lévy-Mangin

Much of the literature on the attractiveness and pleasantness of retail stores has focused on the critical influence of store atmosphere or ambient attributes, which influence customer satisfaction and store choice. However, little is known about the environmental cues that influence customers’ satisfaction in different shopping contexts. In this context, the present research aims to answer the following questions: “Are the store atmospheric variables equally relevant in hedonic and utilitarian shopping?”; and further: “Does the influence of store environment on customer satisfaction vary depending on the type of shopping?”. For this purpose an empirical research is developed through PLS Structural Equation Modeling (PLS-SEM) based on data obtained from hedonic (n = 210) and utilitarian (n = 267) shopping contexts. Results indicate that customers perceive differently store atmospherics in utilitarian and in hedonic shopping. More precisely, findings report that customer satisfaction is driven by internal ambient and merchandise layout in hedonic shopping contexts; while the external ambient and the merchandise layout are major atmospheric cues in utilitarian shopping. Interestingly, store crowding does not influence customers’ satisfaction. This study provides a deeper understanding into the specific store attributes that influence customer satisfaction, which could be used by retailers to differentiate themselves from competitors.


2019 ◽  
Vol 32 (2) ◽  
pp. 301-324
Author(s):  
Matti Haverila ◽  
Kai Haverila ◽  
Mehak Arora

Purpose The purpose of this study is to compare satisfied and non-satisfied customers in the context of wine tasting rooms using the SERVQUAL model and to examine the relationships in the model in terms of service experience to better understand customer needs. Design/methodology/approach The data used in this study were derived from a survey conducted among wineries in British Columbia, Canada. Analysis of survey results using the partial least squares structural equation modeling was undertaken. Sample size was 402. Findings The findings show that the SERVQUAL constructs that had the most impact on customer satisfaction and dissatisfaction were tangibility and assurance. Somewhat surprisingly, the perceived value for money construct was not significantly related to customer satisfaction but was significantly related to repurchase intent. Furthermore, all SERVQUAL constructs, except the reliability construct, were significantly related to customer satisfaction. Originality/value This study provides an overview of how wineries can improve their services to increase the number of satisfied customers.


2018 ◽  
Vol 7 (1) ◽  
pp. 33
Author(s):  
Budi Setyanta

This research aims to identify the role of involvement as a moderating variable in the model of customer loyality. The population in this study is the Xiaomi smartphone users in Yogyakarta. Data is collected through survey method that is guided by questionnaire. The data samples are 200 respondents to eligible the data analysis by structural equation modeling. The results indicate that the involvement moderates the effect of perceived quality, perceived price and after-sales service towards customer satisfaction.. Besides, the result is the involvement moderates the effect of customer satisfaction on customer loyalty. The results are used to develop strategies to effectively increase customer loyalty by designing a stimulus to increase customer loyalty considering the level of customer involvement.


Author(s):  
Hasfar M ◽  
Theresia Militina ◽  
Gusti Norlitaria Achmad

This study aims to determine the effect of customer value and customer experience to customer satisfaction and loyalty PT Meratus. The population in this study are customers of PT Meratus by the number of 80 customers. Methods of data collection is done by providing a list of questions or the questionnaire respondents who are customers of PT Meratus, where questionnaires were distributed to such subscribers. This study uses data analysis tool which Partial Least Square (PLS), then this study using structural equation modeling analysis method or path analysis to determine the causal relationship between the latent variables contained in the structural equation. While testing the hypothesis tested boost strap resampling method developed by Geisser and Stone. Statistical test used statistical test t or t test, with statistical hypothesis. The tools used in processing the data using PLS Smart program. The results of this study indicate that 1) customer experience influence positive and significant to customer satisfaction, 2)) customer experience influence positive and significant customer loyalty, 3) customer value effect on positive and significant to customer satisfaction, 4) customer value effect positive but are not with significant customer loyalty, 5) customer satisfaction and significant positive effect on customer loyalty.


2018 ◽  
Vol 11 (1) ◽  
pp. 111
Author(s):  
Eny Purbandari ◽  
Dyah Sugandini ◽  
Heru Tri Sutiono

<p><em>The objective of this study is to investigate the impact of price and service quality on customer satisfaction to increase words of mouth. Data were collected by distributes questionnaires to 110 patient of Bhayangkara Polda DIY Hospital. Then, data was analyzed using structural equation modeling. The result showed that service quality, price and image have positive effect on patient satisfaction and patient satisfaction has a positive effect on words of mouth. The results also shows that image have the highest effect in creating the satisfaction. Therefore, the models of words of mouth have acceptable.</em></p>


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