• Title/Summary/Keyword: Customers' needs

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Credit Prediction Based on Kohonen Network and Survival Analysis (코호넨네트워크와 생존분석을 활용한 신용 예측)

  • Ha, Sung-Ho;Yang, Jeong-Won;Min, Ji-Hong
    • Journal of the Korean Operations Research and Management Science Society
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    • v.34 no.2
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    • pp.35-54
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    • 2009
  • The recent economic crisis not only reduces the profit of department stores but also incurs the significance losses caused by the increasing late-payment rate of credit cards. Under this pressure, the scope of credit prediction needs to be broadened from the simple prediction of whether this customer has a good credit or not to the accurate prediction of how much profit can be gained from this customer. This study classifies the delinquent customers of credit card in a Korean department store into homogeneous clusters. Using this information, this study analyzes the repayment patterns for each cluster and develops the credit prediction system to manage the delinquent customers. The model presented by this study uses Kohonen network, which is one of artificial neural networks of data mining technique, to cluster the credit delinquent customers into clusters. Cox proportional hazard model is also used, which is one of survival analysis used in medical statistics, to analyze the repayment patterns of the delinquent customers in each cluster. The presented model estimates the repayment period of delinquent customers for each cluster and introduces the influencing variables on the repayment pattern prediction. Although there are some differences among clusters, the variables about the purchasing frequency in a month and the average number of installment repayment are the most predictive variables for the repayment pattern. The accuracy of the presented system leaches 97.5%.

Strategy for teenager-customer management in online shopping mall (인터넷쇼핑몰의 청소년 고객 관리 전략)

  • Jin, Seo-Hoon;Lee, Seung-Eun
    • CRM연구
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    • v.3 no.1
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    • pp.19-28
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    • 2010
  • Recently, teenagers show big purchasing power in retail industry. Online shopping malls re also in similar situation. Therefore online shopping mall companies want to manage teenager customers properly. This study is about understanding current status of teenager customers in online shopping mall industry and deriving strategy for management of teenager customers based on the status. Successful CRM for teenager customers can be achieved by building a segmentation of customers along with their behaviors and needs. Each segment should be managed by proper communication plan which is differentiated in accordance with segment characteristics.

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A Study on the inhabitants' Satisfaction Degree in the Defect-Management system (공동주택 하자처리과정에 대한 거주자 입장의 만족도 분석)

  • Suk Sung-Joon;Yoo Hyun-Kyoung;Kang Kyung-In
    • Proceedings of the Korean Institute of Building Construction Conference
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    • v.y2004m10
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    • pp.91-94
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    • 2004
  • The demand for apartments is decreasing as the condition of housing market in Korea has changed. Therefore, construction companies have to understand the needs of the customers to win over them. It is important for construction companies not only to supply customers with high quality apartments but also to provide them high service quality for a long range plan. One of the important service of the construction companies is after-service(A/S) that includes the defect management. The inhabitants' unsatisfactory defect management will worse the image of the company among the future customers. Also A/S is one of the best way for the company to create good impression to the customers. so the defect management carried out by construction firms has to satisfy the inhabitants. In this study. the degree of association between inhabitants satisfaction and the company's image is proved and the factors of the inhabitants dissatisfaction in defect-management are presented. The major factor that causes dissatisfaction is the long service time of the defect management. Therefore, shortening the time of process taken to deal with the defects would allow construction outfits to satisfy their customers effectively and to be more competitive ones in the Korean apartment market.

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The Effect on Selective Attribute and Satisfaction by Customer's Characteristics, Use and Reference Group for Hotel Restaurants (호텔 레스토랑 고객의 특성, 이용 목적 및 준거 집단에 따른 선택 속성과 만족도에 미치는 영향)

  • Jun, Hwa-Jin;Park, Kwang-Yong;Kim, Jong-Phil
    • Culinary science and hospitality research
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    • v.13 no.3
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    • pp.220-238
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    • 2007
  • This study investigates the importance of customers who use hotel restaurants on the basis of literature and actual data, establishes positioning strategies to stimulate hotel restaurants amidst an intensely competitive market, and sets up marketing strategies that can be applied to hotel restaurant business from the analysis results. Determinant factors for hotel restaurants were service quality, food, atmosphere and cleanness, brand and reputation, the attitude and appearance of attendants, and variety of menu, in the order of importance. As for the analysis results for satisfaction, the higher the customers regarded on the attitude and appearance of attendants and the food of the restaurant, the higher the overall satisfaction, the intention of revisiting, and the intention of recommendation of the customers became. Therefore, the marketing and promotion staffs of hotel restaurants should search for the ways to meet these needs of customers as much as possible, and identify the usage inclinations and satisfaction level of customers when carrying out marketing activities and establishing customer relationship marketing strategies.

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A Survey of the Customer Satisfaction of Military Foodservice for their Improvement (군인 급식 개선을 위한 급식 서비스 만족도 조사)

  • 이혜상;한영순;이재만
    • Korean Journal of Community Nutrition
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    • v.5 no.3
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    • pp.522-528
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    • 2000
  • The purpose of this study was to provide basic reference materials for improving the quality of the military foodservice so that they can satisfy the customers needs. The questionnaires employed in this study were developed based on the IPA(Importance Performance Analysis). The questionnaires for the military customers(Group A which is the smaller size then Group B which is larger in size ; a criteria for the classification is the number of soldiers served in the foodservice facilities) consist of demographic variables, concerns about the military foodservice, and service practices. A total of 656 military customers answered the questionnaires. A statistical data analysis was conducted using the SPSS/win package program for descriptive analysis, a $\chi$$^2$-test and t-test. The results of this study could be summarized as follows : The IPA in case of Group A showed the following attributes in Quadrant A(\"focus here\") : (1) availability of the meals that the customers prefer, (4) taste of the food, (16) cooking methods that the customers prefer, (17) the overall quality of the breakfast. The IPA in case of Group B showed the following attributes in Quadrant A(\"focus here\") : (11) cleanliness, (12) kindness of the foodservice personnel, (15) the overall quality of the service, (17) the overall quality of the breakfast. The opinion of the Group A on the improvement of military foodservice was significantly different from that of Group B in the areas of meals/service improvement, problems in military foodservice, improvement in service methods, etc.(p < 0.05).ods, etc.(p < 0.05).

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Design of Integrated Database for CRM in Automobile Maintenance Industry

  • Jung, Lee-Sang;Jung, Dae-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.23 no.5
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    • pp.55-63
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    • 2018
  • In this paper, we designed a system that integrate and organize customer management programs and databases, which are performed independently of each other. And we designed the system so that it can be used for future marketing by implementing the system to share and efficiently utilize mutual independent maintenance information. From the CRM perspective, a comprehensive information system ghat manages every information on both new cars and second hand cares grom their purchase, to parts, to insurance, and to scraping needs to be established. The following should be applied in the establishment of the IAMS. Auto makers or auto maintenance services providers exclusive management of information on customers and their car maintenance services is aggravating the customer's inconvenience and complaints. In addition, the service provider has difficulty providing consistent maintenance services because it has little information about previous auto maintenance services the customer received. Besides, the customers who have no information on costs of parts and labor tend to hesitate to trust the costs of maintenance services. This study to provide customers with systematic maintenance service and causing them some inconvenience. Therefore, in order to maintain existing customers, auto maintenance service providers should provide services the customers wanted on the basis of accurate information about them.

Factor Affecting Customers' Decision to Use Mobile Banking Service: A Case of Thanh Hoa Province, Vietnam

  • LE, Hoang Ba Huyen;NGO, Chi Thanh;TRINH, Thi Thu Huyen;NGUYEN, Thi Thu Phuong
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.2
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    • pp.205-212
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    • 2020
  • The article aims to identify the main factors affecting customers' decision to use mobile banking service in Vietnam, a case study in Thanh Hoa province. Based on theoretical frameworks of the Technology Acceptance Model (TAM) and the Unified Theory of Acceptance and Use of Technology (UTAUT), the study has been conducted with 370 questionnaires to consumers who have not yet used and are currently using mobile banking in Thanh Hoa province. The research results indicates that several factors have been evaluated to be more important than others, of which, the social influence is the strongest, the second is the compatibility and some others factors such as perceived ease of use, perceived trust, etc., all affecting the intention to use mobile banking in Thanh Hoa. Based on these important results, the article propose a number of recommendations: (i) Exploiting the advantages of social influence on the increase of intention to use; (ii) Increasing compatibility and minimizing costs for customers when they use Mobile Banking; (iii) Developing a strategy to increase the users' perceived ease of using banking services; (iv) Issuing a policy on increasing the security of Mobile Banking system to meet customers' needs; and (v) Developing an individual customer management system to improve service quality.

The Role of Customer Trust and Reputation on Customer Loyalty: An Empirical Study of Micro Finance Institutions in Indonesia

  • ANIS, Marjukah;WIDJI, Astuti;FAJAR, Supanto
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.9
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    • pp.205-216
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    • 2022
  • This study investigates the effect of serv-qual and reputation on customer loyalty through the trust of deposit customers in Micro Finance Institutions. The population was deposit customers at BMT distributed into 5 provinces of the Special Region of Yogyakarta, and a survey was conducted from January 2021 to February 2022. The probability random sampling technique was used to select the final sample, and a total of 221 responses were collected using a questionnaire. Technical data analysis was done using the Structural Equation Modeling (SEM), supported by AMOS 22.0 program. The results showed that serv-qual and reputation have a positive and significant impact on the trust and loyalty of deposit customers at BMT. Customers positively and significantly impact the relationship between serv-qual and reputation on customer loyalty. The biggest contribution to loyalty was generated by the variable customer trust (0.399), followed by service quality (0.359) and reputation (0.166). Micro Finance Institution needs to improve the management of deposit customers by improving serv-qual, reputation, and customer trust and conduct comparative research between conventional financial institutions and other informal financial service institutions.

Service System of Social Network with CRM Application (CRM 어플리케이션에서의 소셜 네트웍의 서비스 시스템)

  • Mohan, Subaji;Upadhyaya, Bipin;Choi, Eun-Mi
    • Information Systems Review
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    • v.12 no.1
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    • pp.1-22
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    • 2010
  • Demands onenterprise applications are changing drastically in terms of service and value. Currently enterprises have started to view these applications as service systems, as they combine technology with organizational networks designed to deliver services that satisfy the needs of customers and marketing operations. Social networking is playing a crucial role in this direction and provides organizations with the critical data that enable to build strong relationships with their customers and partners. Enterprises have started using this concept, by integrating social networking services with their enterprise applications such as CRM. In this paper, we combine an open source social networking engine with a CRM (Customer Relationship Management) application to constitute a social CRM system. This can bring the customers closer to the enterprise and facilitate better communication with them. Social Networking Analysis constructs were used to analyze the effectiveness of service system. In the current competitive and economically challenging conditions, salespeople needs to quickly and effectively establish meaningful communication with customers. Our approach can address this issue, by handling the changing customer demands in minimal time, and increases service quality and business value.

For the Acquisition of Customers' Emotional Elements in the Service Design by SOMC: Simultaneous Observation Method based on Cooperation

  • Seo, Mi-Young;Lee, Eun-Jong
    • Journal of the Ergonomics Society of Korea
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    • v.31 no.1
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    • pp.23-32
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    • 2012
  • Objective: This research proposes a methodology, which validates a grasp of the customers' emotions in the service design area. Background: As the era of service design has taken its approach, the need for a deliberate design that would reflect the customer's experience had emerged in the area of service. Therefore, a variety of methodologies has been adopted in the field of service design with the purpose of discovery of the customers' needs. Even though the importance of an emotion-sentient research of a service experience increases, its research progress remains to be inadequate in comparison to all the other areas. Method: Having had taken some resources from the emotional studies under other areas of expertise as a base, the concept of volatility of emotions has been introduced as the core element of this research, further followed by an elaboration of its special characteristics. The observation technique under Stakeholder's system: SOMC(Simultaneous Observation Method based on Cooperation) has been proposed in this study as it presents an effective way to grasp the concept of volatile emotions in contrast to the previously existent types of methodologies. Results: The SOMC rather supplements the existing research methods than substitutes the previous ones. In other words, although the existing research system allowed emotion detection, it was difficult to capture the change of momentary and fickle emotions. On the opposite, the SOMC provides a condition allowing a sufficient grasp of the customer's emotions and facilitates emotional capture. Conclusion: For that reason, it is hoped that this piece of research represents a valuable and effective approach in terms of grasping the true needs of the customers on the emotional level, which will in its turn contribute to the improvement of the service quality in the midst of a complicated service condition. Application: Moreover, the purpose of this research is that in its outcome it may serve as a sufficient contribution to the area of emotional studies within the field of service design.