• Title/Summary/Keyword: customer behavior analysis

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A Data Mining Technique for Customer Behavior Association Analysis in Cyber Shopping Malls (가상상점에서 고객 행위 연관성 분석을 위한 데이터 마이닝 기법)

  • 김종우;이병헌;이경미;한재룡;강태근;유관종
    • The Journal of Society for e-Business Studies
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    • v.4 no.1
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    • pp.21-36
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    • 1999
  • Using user monitoring techniques on web, marketing decision makers in cyber shopping malls can gather customer behavior data as well as sales transaction data and customer profiles. In this paper, we present a marketing rule extraction technique for customer behavior analysis in cyber shopping malls, The technique is an application of market basket analysis which is a representative data mining technique for extracting association rules. The market basket analysis technique is applied on a customer behavior log table, which provide association rules about web pages in a cyber shopping mall. The extracted association rules can be used for mall layout design, product packaging, web page link design, and product recommendation. A prototype cyber shopping mall with customer monitoring features and a customer behavior analysis algorithm is implemented using Java Web Server, Servlet, JDBC(Java Database Connectivity), and relational database on windows NT.

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The Effects of Fashion Product Salesperson's Emotional Labor, Self-Efficacy and Burnout on Customer-Oriented Selling Behavior (패션 제품 판매원의 감정 노동과 자기효능감 및 탈진감이 고객지향적 판매 행동에 미치는 영향)

  • Lee, Kyung-Bok;Chung, Myung-Sun
    • The Research Journal of the Costume Culture
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    • v.16 no.1
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    • pp.33-47
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    • 2008
  • The purposes of this study were to extract the effects of emotional labor, self-efficacy and burnout on customer-oriented selling behavior of salesperson by literature review and to examine the effect variables on customer-oriented selling behavior empirically. The questionnaire was administered to 400 salespersons who were selling clothes, cosmetics, shoes, leather products and accessories in department stores located in Kwang-ju city during August 18-24, 2006. Data collected from 307 salespersons were analyzed by using descriptive statistics, factor analysis, t-test, ANOVA, Duncan-test, correlation, regression analysis and path analysis. The results were as follows: First, Salesperson's emotional labor was composed of two factors; emotional labor toward the customer and emotional labor toward the organization. Second, Salesperson's emotional labor had negative significant influence on customer-oriented selling behavior. Specifically, the emotional labor toward the organization negatively influenced on customer-oriented selling behavior, but the emotional labor toward the customer positively influenced on customer-oriented selling behavior. Third, Salesperson's emotional labor positively influenced on burnout. Specifically, emotional labor toward organization significantly influenced on burnout, but emotional labor toward customer did not influenced on burnout. Fourth, Salesperson's self-efficacy positively influenced on customer-oriented selling behavior. Fifth. Salesperson's self-efficacy negatively influenced on burnout. Finally, Salesperson's burnout negatively influenced on comer-oriented selling behavior. The direct effect of salesperson's self-efficacy on customer-oriented selling behavior was large than the indirect effect of salesperson's self-efficacy mediate burnout. But the indirect effect of salesperson's emotional labor mediate burnout was large than the direct effect of salesperson's emotional labor on customer- oriented selling behavior.

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The Effect of Job Satisfaction and Organizational Citizenship Behavior on Customer Orientation - Focused on Fashion Product Employees in Department Stores - (직무 만족과 조직 시민 행동이 고객 지향성에 미치는 영향 - 백화점 패션 제품 판매원을 중심으로 -)

  • Chung, Myung-Sun;Kim, Sung-Eun
    • The Research Journal of the Costume Culture
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    • v.15 no.4
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    • pp.620-633
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    • 2007
  • The purpose of this study was to empirically examine the effect of job satisfaction and organizational citizenship behavior on customer orientation to investigate the causal relationships among these variables. The questionnaires was administered to 121 fashion product employees of department stores in Gwang-ju city during February $10{\sim}15$, 2006. For analysis of data, frequency, factor analysis, t-test, ANOVA, regression analysis, and path analysis were applied. The results indicated that job satisfaction of employees significantly influenced customer orientation(p<0.001) and organizational citizenship behavior(p<0.001). The organizational citizenship behavior of employees significantly influenced customer orientation(p<0.001). The job satisfaction had both direct and indirect effects on customer orientation mediated by organizational citizenship behavior.

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The Influence of E-commerce Logistics Service Quality on Customer Engagement Behavior

  • Dongxu ZHANG;Zhuoqi TENG;Mufeng LI;Renhong WU
    • The Journal of Economics, Marketing and Management
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    • v.11 no.2
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    • pp.1-11
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    • 2023
  • Purpose: With the rapid development of e-commerce, logistics services, as an important part of e-commerce shopping, have gradually attracted people's attention. Customer engagement behavior is a new topic in marketing, and its connotation is still being explored. The purpose of this paper is to study the relationship between logistics service quality and customer engagement behavior. Research design, data and methodology: This study employed the method of online questionnaire survey, with Chinese e-commerce platform users as the survey objects, 248 valid survey sample data were collected, and the method of factor analysis and structural equation model analysis was used to verify the research hypothesis model constructed in this paper. Results: The four dimensions of e-commerce logistics service quality have different influences on customer satisfaction, and the influence of availability on customer satisfaction is not significant. Convenience, assurance, and security have a significant positive impact on customer satisfaction; Customer satisfaction has a significant positive impact on the three dimensions of customer engagement behavior: customer repeat purchase behavior, online word-of-mouth, and customer referrals. Conclusion: The results of this study will provide useful reference for the managers of e-commerce companies to improve customer engagement behavior by improving the logistics service quality.

Customer Behavior Pattern Discovery by Adaptive Clustering Based on Swarm Intelligence

  • Dai, Weihui
    • Journal of Information Technology Applications and Management
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    • v.17 no.1
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    • pp.127-139
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    • 2010
  • Customer behavior pattern discovery is the fundament for conducting customer oriented services and the services management. But, the composition, need, interest and experience of customers may be continuously changing, thereof lead to the difficulty in refining a stable description of their consistent behavior pattern. This paper presented a new method for the behavior pattern discovery from a changing collection of customers. It was originally inspired from the swarm intelligence of ant colony. By the adaptive clustering, some typical behavior patterns which reflect the characteristics of related customer clusters can extracted dynamically and adaptively.

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The Influence of Green Product Quality and Green Consumer Behavior on Customer Satisfaction and Customer Loyalty (그린제품 품질과 그린소비 행위가 고객만족과 고객충성도에 미치는 영향)

  • Lee, Sung Ho
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.10 no.6
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    • pp.37-46
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    • 2015
  • This study investigates the relationships among product quality, consumer behavior, customer satisfaction, and customer loyalty on environmental viewpoint. For the empirical study it has been attempted to collect data by using a questionnaire including 18 questions. The respondents who had experienced using green or environmental products were 212 college students. In my research 167 valid cases are selected for a data analysis by SPSS based hierarchical regression analysis technique. The results show that green product quality had significant impacts on customer satisfaction and customer loyalty, and cost factor of green consuming behavior had moderating effects between customer satisfaction and customer loyalty. Empirical results imply that green product quality contributes to customer satisfaction and customer loyalty. Additionally, green consumer behavior on customer satisfaction increase customer loyalty.

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Needs-Based Customer Value Effects of Family Restaurants on Customer Satisfaction and Behavior Intention (패밀리레스토랑의 욕구체계 기반 고객가치가 고객만족, 행동의도에 미치는 영향: 4×4 매트릭스 욕구체계를 중심으로)

  • Kim, Ki-soo;Shim, Jae-Hyun
    • Journal of Distribution Science
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    • v.11 no.12
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    • pp.51-62
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    • 2013
  • Purpose - A pre-study on service quality-based customer value is conducted with the path structure (perceived value of service quality→customer satisfaction→behavior intention) based on the hierarchical model of service quality including interaction and outcome quality, physical environment quality and the SERVQUAL model of process quality, namely, reliability, responsiveness, assurance, empathy, and tangibles. In addition, customer value in the service industry is studied by dividing into the two-way structure of utilitarian and emotional values. This study classifies customer values of family restaurants through the customer value model based on the 4×4 matrix needs system of Jeon and Kim (2009). It illustrates the path structure of customer value→customer satisfaction→behavior intention targeting college students in order to generalize the customer value system of family restaurants. Research design, data, and methodology - This study established seven hypotheses based on the relationship between each type of customer value (food quality, convenience, social, emotional, interior quality, service encounter, and purchasing) and customer satisfaction, and the relationship between customer satisfaction and behavior intention. The study data were collected from students in the Department of Business and Tourism at Kimpo University. In all, 294 survey papers were returned of the 300 distributed: 253 pieces were used in the final analysis excluding 41 with insufficient and less effective answers. For statistical analysis, the statistics software package SPSS 15.0 was used. Results - The results of the analysis are as follows: first, the customer values of family restaurants are classified by seven customer values: goods quality value, emotional value, convenience value, social value, purchasing value, service encounter value, and inner quality value. Second, emotional value, purchasing value, service encounter value, and inner quality value had positive impact on customer satisfaction. In particular, purchasing value through being included in functional value was not classified in the previous study; however, this study could classify and generalize this value in a new way. Finally, customer satisfaction had a positive impact on behavior intention. This showed that college students had behavior intention - repurchase intention and word-of-mouth - because they could be content with the food items on the menu and the service provided by employees. Conclusions - The main points based on the above-mentioned results are as follows. This study with college students as study subjects could be classified into four dimensions, namely, generic value, usage value, purchasing value, and physical value and seven sub-dimensions on customer values of family restaurants based on a 4×4 matrix needs system. Then, to confirm its generalization, the path structure of customer value→customer satisfaction→behavior intention was verified. While existing pre-studies used simplified values by classifying restaurant values largely as utilitarian value and hedonic value, this study classified various forms of customer value, and that customer value especially could be expanded by adding purchasing value. As a result, it is shown that marketers need to diversify their customer services because this study proved that customer values can be classified in various ways based on customer needs.

Relationship among Social Exchange Point of View and Customer Citizenship behavior in the Festival Participants' Perception -Focused on the Boryeong Mud Festival- (축제참가자가 지각하는 사회교환관점과 고객시민행동 간의 관계 -보령머드축제를 중심으로-)

  • You, Do-Jae;Jeon, Jeong-Ah;Song, Min-Su
    • The Journal of the Korea Contents Association
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    • v.12 no.2
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    • pp.208-221
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    • 2012
  • The purpose of this study is to investigate the antecedent variables of customer citizenship behavior selected by a social exchange point of view on the Boryeong Mud Festival. Of all the questionnaires collected, 239 were included in the analysis which was performed using SPSS. Date analysis method used to frequency analysis, factor analysis, reliability analysis and canonical correlation analysis. As the results of the canonical correlation analysis between the customer citizenship behavior and the social exchange point of view, there was a significant relationship between the attributes of customer citizenship behavior - loyalty, cooperation, Participation and social exchange point of view - customer satisfaction, customer confidence, perceived support of customers, justice perception. Therefore, marketing practitioner should recognize the importance of customer's perception in the service circumstance and make a managerial effort to offer the best service to customer. The result of this paper may help local festival planner and marketers for festival marketing strategy.

The Effects of Rapport Building Behavior on Customer Loyalty in the Banking Service Environment : Through Customer Attitude (은행서비스 환경에서 라포형성행동이 고객충성도에 미치는 영향 : 고객태도를 매개로)

  • Kim, Cheon-wook;Hwang, Chan-kyu
    • Journal of Venture Innovation
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    • v.6 no.2
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    • pp.67-82
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    • 2023
  • The purpose of this study is to investigate the effect of Rapport Building Behavior on Customer Loyalty through Customer Attitude in the banking service environment targeting bank customers residing in Seoul and the metropolitan area. This study applied a significant sampling method, and the number of samples used in the final analysis was 201, and statistical analysis was performed on the input data using the SPSS 20.0 program. As a result of the analysis, first, it was found that the sub-factors of Rapport Building Behavior in the banking service environment, Attentive, Courtesy, and Information Sharing, had a significant positive (+) effect on customer loyalty, and Connecting was found that there was no positive (+) effect on customer loyalty. Second, Attentive, Courtesy, and Information Sharing, which are sub-factors of rapport building behavior, were shown to have a significant positive (+) effect on customer attitude, and Connecting was found that there was no positive (+) effect on customer attitude. Third, customer attitude was found to have a significant positive (+) effect on customer loyalty. Fourth, customer attitude was shown to mediate the relationship between rapport building behavior and customer loyalty. Therefore, it was found that rapport building behavior is a factor influencing customer attitude and customer loyalty in the banking service environment. This means that rapport building behavior between customers and banks can change customer attitudes and have a positive effect on customer loyalty. It can be seen as implying that customer management is necessary to increase customer loyalty through rapport building between customers and banks even in the changing banking service environment.

The Survey on the Effects of Food Hygiene and Customer Voluntary Behavior on the Development of New Products in Foodservice Industry (외식 신상품 개발의 고객 참여와 효과에 관한 연구)

  • Lee, Sun-Ho
    • Culinary science and hospitality research
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    • v.13 no.4
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    • pp.199-210
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    • 2007
  • The purpose of this study is to analyze the survey on the effects of food hygiene and customer voluntary behavior on product development. For this, we examined the demographic variables, relationship and distinctive influence. The study targeted 220 persons and employee who live in Seoul. The findings of this study are as follows. Firstly, we find that, as for food hygiene factors, there are significant relationships among customer satisfaction, cost reduction, customers' prior occupations, food hygiene safety. Secondly, we also find that there is a significant relationship between customer voluntary behavior and the survey. Thirdly, we find that, as for hygiene factors, there is a correlational significant relationship with customer voluntary behavior. Finally, the analysis shows that there is distinctive influence between the food hygiene and customer voluntary behavior. This study has academic significance in that it attempts to investigate the relationship between the factors influencing the development of new merchandise of the food industry.

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