=Paper=
{{Paper
|id=Vol-2872/paper12
|storemode=property
|title=Network Quality, Price Perception and Customer Satisfaction: Case of Internet Service
Providers in Albania
|pdfUrl=https://ceur-ws.org/Vol-2872/paper12.pdf
|volume=Vol-2872
|authors=Sauda Nerjaku,Alma Braimllari Spaho
|dblpUrl=https://dblp.org/rec/conf/rtacsit/NerjakuS21
}}
==Network Quality, Price Perception and Customer Satisfaction: Case of Internet Service
Providers in Albania==
Network Quality, Price Perception and Customer Satisfaction: Case of Internet Service Providers in Albania Sauda Nerjaku and Alma Braimllari (Spaho) University of Tirana, Faculty of Economy, Albania Abstract Internet has significantly changed the individuals’ lifestyles and lots of aspects of society, as well as having a major impact on economic growth and sustainable development. However, the Internet usage and diffusion vary greatly depending on economic and social conditions of the country. In the situation we are in, it seems clear that internet access is so necessary, even more than ever before, that it has become an inevitable tool in our daily routine. Fixed broadband Internet access services have experienced steady annual growth during the last years in Albania. This study is conducted to identify customers view regarding network quality, price perception and customer satisfaction for Internet Service Providers in Albania. The target population of this study is comprised by individuals who use a fixed broadband Internet line. The results of descriptive analysis indicated that 52.4% of the respondents are satisfied with the Internet Service Provider offering the services, for 51% of the respondents the price charged by their Internet Service Provider is reasonable, and 51.7% can access the network at any time without delay. The results of logistic regression model indicated that network quality and price perception were positively related to customer satisfaction, whereas monthly payment for the Internet service was negatively related to customer satisfaction. The findings of this study provide useful information for customers, government institutions, and top managers of Internet Service Providers. Keywords 1 Fixed Broadband Internet user, network quality, price, customer satisfaction, Logistic regression. 1. Introduction countries in the world. What the internet enables us is not only comprehensive information but also communication and Internet has revolutionized communications business continuity wherever we are. Thus, it is and methods of commerce by allowing worth to highlight that having internet access various computer networks around the world to nowadays is really important. interconnect. Internet firstly emerged in the Internet Service Provider (ISP) is a company United States in the early 1970s but did not that offers people or businesses internet access become visible to the public until the early as well as other internet services. “The World” 1990s. By 2020, more than half of the world’s was the first commercial ISP in the world that population, or approximately 4.5 billion people provided a direct connection to the internet with were estimated to have access to the Internet its first customer logging in in November 1989. [1]. By the late 1990s there were approximately The use of technology has gone through a 10,000 ISPs around the world, more than half rapid growth over the last decade in almost all located in the United States [2]. Proccedings of RTA-CSIT 2021, May 2021, Tirana, Albania EMAIL: sauda.nerjaku@unitir.edu.al (S. Nerjaku); alma.spaho@unitir.edu.al (A. Braimllari) ORCID: https://orcid.org/0000-0003-1861-8012 (S. Nerjaku); https://orcid.org/0000-0003-3162-8987 (A. Braimllari) ©️ 2021 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). CEUR Workshop Proceedings (CEUR-WS.org) Dial-up is where the connection with internet service, the dial-up connection was internet got started. It required a phone-line to used (via telephone lines). The first private operate, so phone calls could not be made using company to offer paid internet service was ICC a landline while the Internet was in use. With (Intellectual Communications Center) and its dial up the maximum speed is 56 kbps, service started in 1998. Immediately after that, relatively slow. At this speed, a single low- three other ISPs (Internet Service Provider - quality song would take around 10 minutes to ISP) entered the market, namely ADA-Net, download it at full speed. Speed was a AbissNet and ABCom. The general public, significant issue in the early times. The next businesses and institutions began to have development of home browsing was the somewhat a greater access to the Internet only introduction of broadband and wireless Internet after 2000, when in addition to private ISPs, the [3]. Internet began to be provided by the state The earliest broadband was available by operator AlbTelekom. The fixed broadband 1996, in North America. In the early 2000s dial- connection, which in western countries had up started to be replaced by broadband as much started to be applied since 2001(bringing the as between 2000-2001 the number of transition of the Web to its second phase Web subscriptions increased by 50%. By 2010 over 2.0) in Albania had a very slow and limited 65% of U.S households had adopted fixed spread. The access of Albanian families to the broadband. Fixed broadband access networks Internet continues to remain at a low rate until vary greatly in speed and other characteristics 2007. Number of subscribers with internet [4]. To access the Internet households can chose access through fixed broadband connection in between different broadband technologies: 2007 was about 1800. The largest investments DSL (digital subscriber line), cable modem, in recent years have been made in the direction optic fiber, wireless and Satellite [5]. of increasing internet access through fixed Internet is a powerful technology that has broadband connection. Thus, the number of significant economic effect, has become an subscribers with fixed broadband access has incredibly valuable informational resource and been growing over the last years. will have a long-term impact on the quality of Fixed broadband access services have life in developing countries [6]. Results of the experienced steady annual growth especially study of [7] using World Bank data about during the period of time 2013-2019. All major Internet Users per 100 inhabitants, indicated operators are noted to have a positive progress that the diffusion of internet in Albania has in recent years and the largest increase has achieved the maturity level. Fixed broadband been recorded by "other operators", number of access services have experienced steady annual subscribers of which during 2019 has been growth during the last years [8]. increased by 87% compared to 2018. The The aim of this paper is to identify factors number of subscribers with fixed broadband that influence the customer satisfaction for access at the end of 2019 reached about 433 Internet Service Providers in Albania. The thousand, which is an increase of about 20% factors considered in this study are network compared to 2018. Main fixed broadband quality, price perception, monthly payment for operators include ALBtelecom with a share of the Internet service and experience with an 30.6% and Abcom with a share of 17.13%, Internet Service Provider. ASC/Tring with 12%, as well as Abissnet with 9%, Nisatel 3% and Digicom 4%. The rest of 2. Development of Fixed the market is divided into alternative operators that offer Internet broadband, based Broadband Internet Market in on fixed networks [8]. The year 2020 was a Albania novelty for all of us as we were obligated to continue working from home so accessing to The internet has brought significant changes the internet seemed very important. The also to the Albanian Society and economy. The number of subscribers with broadband Internet first international connection to the internet in access from fixed networks in the third quarter Albania was made in 1993 [9]. The internet of 2020 reached about 480 thousand, which is service in the country for the first time was an increase of 1.6% compared to the previous provided by the UNDP in 1996. To provide quarter and an increase of about 17.3% in compared to the same quarter in 2019. During 2020, the largest increase in the number of increase of 7.3% compared to the previous subscriptions2 was achieved during the second quarter and an increase of about 15.6% quarter of 2020 (because of lockdown) with compared to the same quarter in 2019. [8, 10] about 462 thousand subscribers, which is an 160000 140000 120000 100000 80000 60000 40000 20000 0 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020Q1 2020Q2 2020Q3 Albtelecom Abcom Abisnet Asc Nisatel Digicom Other Figure 1. Number of subscribers with fixed broadband access (Source: [8],[10]) Fixed broadband penetration for both The average penetration rate through fixed population and family, as given in the Figure 2, networks in urban area was 25%, and in rural in the period 2013-2020 has increased more areas was 5%. than twofold [10]. In 2019 the fixed broadband Fixed broadband penetration remains well access penetration rate was about 60% per below the EU average and other penetration households and 15.6% for population. levels of neighboring countries, albeit growing by 10%-15% annually [10]. 70 60 60 50 50 42 40 37 31 25 29 30 20 12.9 15.6 8.6 9.3 10.8 10 6.4 7.3 0 2013 2014 2015 2016 2017 2018 2019 penetration rate for population penetration rate for family Figure 2. Penetration rate (Source: [8],[10]) The main technology that is used to deliver internet services through fiber optics offers the fixed broadband connections is via DSL provision of service with the highest quality and followed by FTTH/FTTB. About 49% of the stability. total connections are DSL and 29% are optic As regard to fixed broadband by download fibers. Optic fibers connections are increased speed, AKEP (Electronic and Postal by 4% compared to year 2018. The provision of Communications Authority) reported that the 2The indicator includes internet access with broadband access from fixed network or wireless and satellite service. Mobile network broadband access is not included. most commonly used speed is 4-10 Mbps with satisfied customers lead to much attention from 55% of subscribers on 2019. The data show that company management on the subject [15]. the number of fixed broadband subscribers with In the telecommunications market, network speeds lower than 4 Mbps is decreased while quality is one of the most important drivers of for speeds above 4 Mbps, it is increased. Thus, overall service quality [16], which leads to even the speed of internet seems to have an customer satisfaction in the context of upward trend [10]. telecommunication ([17], [18]). In the Internet According to [11], the average global speed service industry, network quality includes the for fixed broadband connection is 98.67 Mbps. quality and strength of the network signal, Albania ranked 87th in this ranking with an number of errors, downloading and uploading average fixed broadband download speed of speed [19]. Stability, transmission speed and 43.72 Mbps. network coverage are the core attributes of Total revenues from fixed broadband network quality [20]. Breaks in Internet Internet services at the end of 2019 were 8.69 connectivity can lead to poor perceptions of billion ALL, with an increase of about 5% network quality in the customer’s perspective. compared to 2018 [8]. In this respect, timely recovery of network According to [8] and [12] the main trends in connectivity is essential. The uptime of service the electronic communications market are: was tested to have impact on customer significant increase in the number of satisfaction as well as customer loyalty [18]. subscribers with broadband access from fixed Price is also an important driver for networks, revenue growth for the sector and an consumers to make buying decisions. increase of penetration rate. According to [21], "the price is defined as what is given up or sacrificed to acquire a service or 3. Literature Review product". The sacrifice or price that a customer pays typically consists of transaction costs and some degree of risk. While [22] suggested that Customer satisfaction is the central element "Price is the amount of money charged for a of the marketing concepts. According to [13], product or a service; the sum of the values that “There is but little doubt that the maximization customers exchange for the benefits of having of consumer satisfaction is considered by most or using a product or service." to be the ultimate goal of the market economy”. Customer value is evaluated on the benefit If consumer satisfaction is the fundamental of the product or service that is perceived by the element of the market economy, it is important customers. The price of the product determines to understand satisfaction and dissatisfaction the value of the customers. Customers seek the processes among ISPs to better market ISP product and services prior to the payment of the services to them, develop new products, price. If the product price meets the manage competitive forces, provide supporting expectations of the customers, the value will services, and price services. [14] increase simultaneously otherwise it may Customer satisfaction with the purchase is decline. However, it is also very important to determined by how tightly consumers’ maintain the relationship with the customers expectation is linked with the perceived along with price, product and so on [23]. performance of the product. A satisfied With regards to price perception, although consumer is more likely to spread positive Internet broadband users are willing to pay word-of-mouth and information received more for better service, they will consider through word-of-mouth are more credible than changing to another provider because of the a commercial advertisement [14]. price factor [20]. Therefore, it is believed that Consumer satisfaction is often measured by customers of Internet services are sensitive to how the product or service in question meets price and the higher price level could lead to expectations [15]. If the perceived performance low demand, accordingly. is above expectations, then the customer is In the study of [24] was found that the satisfied. And if perceived performance will be satisfaction of the customer is mostly under expectations, the customer is dissatisfied. influenced by Responsiveness, Assurance, Compatibility between customer's perception Empathy and Network Quality. of the product and its initial expectations leads The findings of [25] reveal that dominant to customer satisfaction. The benefits of service quality dimensions for ISPs were network quality, customer service, information range of 0.7 to be acceptable and those over 0.8 quality and privacy. Furthermore, service to be good. Composite score is used to represent quality directly influenced customers’ each factor by taking the average store of all complaining and switching intention. items for that dimension, that is network quality The study of [26] found that the network and price perception. quality has the most positive impact on To study the influence of network quality customer satisfaction, followed by perceived and price perception on customer satisfaction, quality. the logistic regression analysis was used. A In the study of [27], the results show that logistic regression model with a binary customer trust, service quality and price response was modeled. For the data analysis, perception have a positive effect on customer the response was coded as 1 or 0, respectively. satisfaction. Logistic regression is recommended over linear Study of [28] showed that price perception regression model when modeling binary has a direct linear relationship with customer responses and estimates probabilities of the satisfaction in telecommunications. response occurring [30]. The logistic regression equation takes the form: 4. Research Methodology p ln 0 1 x1 2 x2 ... k xk 1 p This study targets the family member over where p is the estimated probability that the the age of 18 with a fixed Broadband Internet customer is satisfied, and x1, x2, ..., xk are connection at their home and that use the independent variables. Internet at least once a month. All data were The estimated probability of the response collected through a self-administered occurring (p) divided by the probability of it nor questionnaire in the period 10 to 25 January occurring (1 – p) is called the odds ratio. 2021. Non-probability sampling (purposive Maximum likelihood method is used to sampling) was used to gather the data. Out of estimate the odds ratios of the model. Values of 650 distributed questionnaires, only 147 odds ratios lower than 1 indicate negative questionnaires were returned completed and association, odds ratios equal to 1 indicate no valid to use for data analysis. association, and odds ratios higher than 1 The questionnaire is designed in four parts. indicate positive association between The first part includes questions about independent variables and the dependent experience, type of link and speed of link, variable of the model. monthly payment, and also name and location STATA12 was used to data analysis. of ISP. The second part of the questionnaire consists of questions about the network quality (4 items), price perception (5 items) and 5. Results and Discussion customer satisfaction (1 item). The third part of 5.1. Descriptive analysis the questionnaire includes questions about the personal characteristics of the respondents such The respondents were from Tirana (49.7%) as age, gender, education level, family monthly and 23.2% from Durres, 57.8% were female, income level. An open question about 47.6% were between 18 and 25 years old and additional comments about the ISP is included 25.2% were between 26 and 35 years old. in the questionnaire. About 36.7% of the respondents hold an The items of the second section of the university diploma, and 49% a master diploma. questionnaire were adopted from the literature Majority of the respondents (46.3%) were ([26]). All the items were measured on a five- employed in public sector, 24.5% work in point Likert scale, ranging from ‘strongly public sector and 13.6% were students. Around disagree’ to ‘strongly agree’. A higher mean 34.7% of the respondents have declared family score on an item indicates greater level of monthly income between ALL 60,001 and agreement. The Cronbach’s alpha coefficient 90,000, and 31.3% less than ALL 60,000. was calculated for all items to ensure that the Also, around 21% of the respondents have items comprising factors produced a reliable been using at home Internet service for less than scale. According to [29], reliability less than 0.6 1 year, and 17.7% for 1 to 2 years and 30.6% are generally considered to be poor, those in a for more than 3 years (Figure 3). Related to monthly payment for the Internet service, 43.5% of the respondents pay between 21.09 Less than 1 year ALL 1001 and 1500, and 38% pay between 30.61 1 to 2 years ALL 1501 and 2000 (Figure 5). 2 to 3 years 17.69 7.48 10.88 More than 3 years Less than 1000 30.61 1001-1500 Figure 3. Experience with at home Internet 38.10 1501-2000 service 43.54 2001-3000 About 26.5% of the respondents use the service of Albtelecom, 17% ABCom, 13% Tring, 8% Abissnet and 7.5% DigiCom (Figure Figure 5. Monthly payment for the at home 4). Internet service Network Quality Albtelecom 26.53 Table 1 shows the results about four items ABCom 17.01 of network quality. The results indicate that Other 15.65 Tring 12.93 43.5% of the respondents have declared that the Abissnet 8.16 upload and download speed of t he network DigiCom 7.48 is always strong, 39.4% have declared that the Bleta.net 6.80 uptime of the network is always available Nisatel 5.44 without interruption, 42.1% that the connection 0.00 10.00 20.00 30.00 quality is always reliable and 51.7% that they can access the network at any time without Figure 4. Internet Service Providers delay. Also, all the items have Cronbach’s alpha value higher than 0.84, so their reliability is good. Table 1. Network quality Strongly Disagree Neutral Agree Strongly Cronbach’s Item Disagree agree Alpha The upload and download speed of network is always 6.80% 24.49% 25.17% 38.78% 4.76% 0.873 strong. The uptime of network is always available without 6.80% 34.69% 19.05% 27.21% 12.24% 0.869 interruption. The connection quality is 8.16% 19.05% 30.61% 33.33% 8.84% 0.856 always reliable. You can access the network at 6.80% 17.69% 23.81% 39.46% 12.24% 0.849 any time without delay. Price Perception service supplied by their Internet Service Table 2 shows the results about five items of Provider is equivalent to its price, 44.2% that price perception. The results indicate that 51% service offered by their Internet Service of the respondents have declared that the price Provider is better value for money than what charged by their Internet Service Provider is they would pay for the same service of others, reasonable, 35.3% have declared that the and 37.4% that they are willing to pay more for service’s price of their Internet Service better service quality. Also, four items have Provider is cheaper than others, 42.2% that the Cronbach’s alpha value higher than the generally accepted lower value of 0.7. Table 2. Price Perception Strongly Disagree Neutral Agree Strongly Cronbach’s Item Disagree agree Alpha The price charged by your Internet Service Provider is 10.20% 13.61% 25.17% 34.01% 17.01% 0.679 reasonable. The service’s price of your Internet Service Provider is 7.48% 21.09% 36.05% 25.85% 9.52% 0.711 cheaper than others. Service supplied by your Internet Service Provider is 6.80% 21.09% 29.93% 33.33% 8.84% 0.707 equivalent to its price. Service offered by your Internet Service Provider is better value for money than 7.48% 17.01% 31.29% 36.73% 7.48% 0.717 what you would pay for the same service of others. You are willing to pay more for 12.24% 20.41% 29.93% 27.89% 9.52% 0.845 better service quality. Customer Satisfaction The results of binary logistic regression The results of the item for customer model, shown in Table 3, indicate that the satisfaction indicated that about 52.4% of the model was statistically significant (LR chi- respondents have declared that overall, they are square (8) = 98.63, p < 0.05). The value of satisfied with the Internet Service Provider Pseudo-R2 was 48.48% and the percentage of offering the services. cases correctly classified was 83.67. According to [29], the classification accuracy should be at 5.2. Logistic regression Analysis least 25% greater than that achieved by chance. Table 3: Results of Binary Logistic Regression Variable Coefficient p-value Exp(b) Network Quality 1.859 0.000 6.416 Price perception 1.372 0.005 3.944 Experience: Less than 1 year (RC) 1.000 1 to 2 years -0.404 0.604 0.668 2 to 3 years -0.319 0.666 0.726 More than 3 years -0.336 0.643 0.714 Monthly Payment for the Internet service (ALL): Less than 1000 (RC) 1.000 1001 – 1500 -2.448 0.037 0.086 1501 – 2000 -2.502 0.039 0.082 2001 – 3000 -3.385 0.026 0.034 Constant -7.626 0.000 0.0005 LR chi-square (df), 98.63 (8) Prob > chi2 0.0000 % correctly classified 83.67 2 Pseudo-R 48.48% Note: RC indicates the reference category. The odds ratios (values) indicated that the The findings of this study provide useful network quality was positively related to information for customers, government customer satisfaction, that is, customers that institutions, and managers of Internet Service have experienced very good network quality Providers. It will be helpful for businesses to were more likely to be satisfied with the know network quality and consumers' price Internet service. This finding is consistent with perceptions for improving network quality and the results of [24], [25] and [26]. for realizing their pricing strategies. Price perception was positively related to This study has some limitation. Firstly, only customer satisfaction, that is, customers that four factors are studied. Secondly, the sample have experienced a high value for the Internet was small and it is not representative for all the service were more likely to be satisfied with the country. Thirdly, the non-probability sampling service. This finding is consistent with the was used to gather the data in short time. results of [27] and [28]. In the future, the research can be performed Experience (time using the Internet Service) to identify other factors such as service quality, of the customer was not significant at 5% level. perceived value, switching cost, trust, etc., that However, experienced customers were less can influence the customer satisfaction and likely to be satisfied with at home Internet customer loyalty using structural equation service. modeling. Also, monthly payment for at home Internet service was statistically significant at 5% level 7. References and negatively related to customer satisfaction, that is, the customer that pay more for the [1] R. Kahn and M.A. Dennis. "Internet". service were less likely to be satisfied customers. Encyclopedia Britannica, 17 Jul. 2020, (Accessed date 15 January 2021) https://www.britannica.com/technology/I 6. Conclusions nternet [2] Britannica, The Editors of Encyclopedia. The main objective of this study is to "Internet service provider". Encyclopedia analyze the ISPs in Albania related to network Britannica, 13 Mars 2018, quality, price perception and customer (Accessed date 17 January 2021) satisfaction. https://www.britannica.com/technology/I Based on the results of this study, about nternet-service-provider 52.4% of the respondents are satisfied with the [3] “What is the internet and who invented it?” Internet Service Provider offering the service; 2020 URL: for 51% of the respondents the price charged by https://www.plus.net/home- their Internet Service Provider is reasonable, broadband/content/history-of-the-internet and 37.4% that they are willing to pay more for [4] “From Dial up to Light Speed Litearlly” better service quality; 51.7% of the respondents 2013 URL: can access the network at any time without https://assets.entrepreneur.com/article/an- delay and the upload and download speed of the accelerated-history-internet- network is always strong for about 43.5% of speed.jpg?_ga=2.43063596.805251938.1 them. 612359224-1123590412.1612359224 The results of logistic regression model [5] J. Varner, Mississippi State University. indicated that network quality and price “Types of Internet Connections” 2018 perception were positively related to customer https://extension.msstate.edu/sites/default/ satisfaction, whereas monthly payment for the files/publications/publications/p3275.pdf Internet service was negatively related to [6] Ch. Kenny. "The Internet and economic customer satisfaction at 5% level. There results growth in less-developed countries: A case indicate that the customers that have of managing expectations?" Oxford experienced very good network quality and Development Studies 31, no. 1, 2003: 99- high value for the service were more likely to 113. be satisfied for the Internet service, while the [7] A. Braimllari and E. Sala. “Modeling of customers that pay more for the Internet service Internet Diffusion in Balkan Countries”, were less likely to be satisfied customers. ICTIC - Proceedings in Conference of Informatics and Management Sciences, [18] Y. Wang, H. Lo, Y. Yang. An integrated March 26 - 30, 2017. framework for service quality, customer [8] AKEP, Electronic and Postal value, satisfaction: evidence from China’s Communications Authority, Statistical telecommunication industry. Inf. Syst. Report 2019 URL: Front. 6(4), 325–340 (2004) https://www.akep.al/wp- [19] P. Thaichon, A. Lobo, and A. Mitsis. content/uploads/2020/07/RAPORT- Investigating the Antecedents to Loyalty VJETOR-AKEP-2019-PER- of Internet Service Providers in Thailand: KUVEND.pdf Developing a Conceptual Model, [9] Albanian Media Institute “Mediat Sociale ANZMAC 2012, Adelaide, Australia. dhe Përdorimi i tyre nga Mediat Shqiptare” [20] A.S. Junoh and M.R. Yaacob. Tiranë, 2015 Determinants of customer satisfaction URL: https://library.fes.de/pdf- towards broadband services in Malaysia. files/bueros/albanien/12291.pdf International Journal of Business, [10] AKEP, Electronic and Postal Humanities and Technology 1, no. 2 ommunications Authority, Quarterly (2011): 123-134. Statistical Reports 2020 [21] L. T. Bei, and Y.C. Chiao. An Integrated https://www.akep.al/wp- Model for The Effects of Perceived content/uploads/2019/01/Raport- Product, Perceived Service Quality, and T3_2020-.pdf Perceived Price Fairness on Consumer [11] Speed Test.net Global Speeds December Satisfaction and Loyalty. Journal of 2020 https://www.speedtest.net/global- Consumer Satisfaction, Dissatisfaction index and Complaining Behavior. No. 14. 2001, [12] World Bank “FOSTERING pp.125-140. INFRASTRUCTURE SHARING IN THE [22] P. Kotler, and G. Amstrong. Principle of WESTERN BALKANS: Balkans Digital Marketing. 14th Edition. New Jersey. Highway Pre-feasibility Studies” May Published by Prentice Hall. 2019 URL: [23] K. Kdhaka, S. Maharjan. Customer http://documents1.worldbank.org/curated/ Satisfaction and Customer Loyalty. en/936201561361920622/pdf/Summary.p November 2017. Thesis. Business df Management. Centria University of [13] A.B. Pfaff. "An Index of Consumer Applied Sciences. Satisfaction", in SV - Proceedings of the [24] A. Buhaljoti. Customer Satisfaction on Third Annual Conference of the Internet Service Providers in Albania. Association for Consumer Research, eds. European Scientific Journal ESJ. 15. 2019. M. Venkatesan, Chicago, IL: Association 10.19044/esj.2019.v15n28p235. for Consumer Research, Pages: (1972) [25] T.N., Quach, C. Jebarajakirthy, and P. 713-737. Thaichon, The effects of service quality on [14] S. Erevelles, Sh. Srinivasan & S. Rangel. internet service provider customers’ Consumer Satisfaction for Internet Service behaviour: a mixed methods study, Asia Providers: An Analysis of Underlying Pacific Journal of Marketing and Processes. Information Technology and Logistics, Vol.28 No.3, 2016, pp. 435-463. Management. 4. (2003), 69-89. [26] B.H. Khoi and N. Van. Tuan. Using 10.1023/A:1021828517151. SmartPLS 3.0 to analyze internet service [15] R. L. Oliver. Satisfaction: a behavioral quality in Vietnam. In: Anh, L.H., Dong, perspective on the consumer, Armonk, L.S., Kreinovich, V., Thach, N.N. (eds.) N.Y., M.E. Sharpe. 2010. Econometrics for Financial Applications, [16] A. Vlachos, and P. Vrechopoulos. Studies in Computational Intelligence, vol. Determinants of behavioral intentions in 760, pp. 430–439. Springer, Cham (2018) the mobile internet services market. J. [27] D.A. Mandira, S. Suliyanto, and A.T. Serv. Marketing 22(4), 2008, 280–291. Nawarini. The Influence Customer Trust, [17] Y.S. Chun, and M. Hahn. Network Service Quality, and Perceived Price on externality and future usage of internet Customer Satisfaction and Customer services. Internet Res. 17(2), 156–168 Loyalty. Journal of Research in (2007) Management, Vol. 1, No. 1, 2018, pp. 16 - 21. [28] C. Ranaweera, and A. Neely. Some moderating effects on the service quality‐ customer retention link, International Journal of Operations & Production Management, Vol. 23 No. 2, 2003, pp. 230-248. [29] J. F. Hair, W. Black, B. J. Babin, R. E. Anderson. Multivariate Data Analysis. 7th ed, 2009. [30] D.W. Hosmer, S. Lemeshow. Applied Logistic Regression, 2nd edition, 2004.