• 제목/요약/키워드: customer behavior analysis

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e-비즈니스의 전략적 활용을 위한 이메일마케팅 고객전략 (E-mail Marketing Customer Strategy to Application of e-Business)

  • 김연정
    • 한국디지털정책학회:학술대회논문집
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    • 한국디지털정책학회 2005년도 추계학술대회
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    • pp.45-60
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    • 2005
  • The purpose of this study is to classify customer by e-mailing responsiveness on time-series analysis and testify the effectiveness of grouping by ROI analysis. Response recency, response frequency and Activity(RFA) of e-mailing systems were adapted for Customer segmentations. ROI analysis were consisted of open, click-through, duration time, personalization, conversion rate and email loyalty index of email systems. Major findings are as follows: RFA analysis is used for customer segmentations that is fundamental process of e-CRM applications. Customer segmentations were loyal customer, odds customer, dormant customer, secession customer and observation customer by RFA grouping. Loyal customer group has high point in all ROI index compared to other groups. These results indicated that customer responsiveness of e-mailing systems were appropriate methods to grouping the customer with demographic variables. Therefore, effective e-mailing marketing strategy of e-Biz have suitable active DB and Behavior targeting is best approach to enforcing the target e-mailing marketing.

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전략적 인적자원관리관행과 조직시민행동 및 고객지향성 간의 관계에 관한 연구 - 조직지원인식의 매개효과를 중심으로- (A Study about the Effects of Strategic Human Resource Management Practices on Organizational Citizenship Behavior and Customer Orientation - Focused on the Mediating Effect of Perceived Organizational Support -)

  • 이재훈;서대석;강영명
    • 한국병원경영학회지
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    • 제16권2호
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    • pp.53-77
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    • 2011
  • This study is focused on analyzing whether strategic human resource management practices influence organizational effectiveness such as organizational citizenship behavior and customer orientation. In addition, it also aims to analyze the mediating effect of perceived organizational support between strategic human resource management practices and organizational citizenship behavior and customer orientation. The samples are from five Veterans Hospital and of 344 questionnaires collected, 311 were used in the final analysis. SPSS(18.0) and AMOS(16.0) were employed to describe data and test hypotheses. The findings are as follows: First of all, it is found that education and training and hiring management have positive effects on perceived organizational support while only education and training has a positive effect on organizational citizenship behavior. Secondly, results reveal that career management and hiring management influences customer orientation while only perceived organizational support does organizational citizenship behavior and customer orientation affects organizational citizenship behavior. Thirdly, it is also found that perceived organizational support mediates the relationship between career management and organizational citizenship behavior and that between hiring management and organizational citizenship behavior. In other words, perceived organizational support is a full mediator between career management and organizational citizenship behavior and between hiring management and organizational citizenship behavior because there is no direct effect of career management and hiring management on organizational citizenship. However, results show that any perceived organizational support doesn't mediate the relationship between all strategic human resource management practices and customer orientation.

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럭셔리 패션 브랜드의 고객자산 구성요소가고객충성도에 미치는 영향 - 럭셔리 패션 제품 구매빈도와 구매액에 따른 세분시장별 분석 - (The Effect of Luxury Fashion Brand Customer Equity Drivers on Customer Loyalty - Differences among Segmented Markets based on Purchasing Patterns -)

  • 황유경
    • 한국의류산업학회지
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    • 제15권2호
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    • pp.219-230
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    • 2013
  • To generate future profits, luxury brands need to recognize and understand customers as individually important and analyze the impact factors that improve specific customer equity. With the growing recognition that customer equity is a key strategic asset, this study empirically investigates the effect of customer equity drivers on customer loyalty based on the study of Vogel et al.(2008) which expanded the Rust et al.(2000)'s study on customer equity. We empirically examine if the customer equity drivers have a different impact on customer loyalty. This study hypothesizes that the relative effect of customer equity drivers would be different depending on the purchasing behavior of consumers and examines the effects of them on the relationship of the drivers of customer equity and customer loyalty. We use stepwise multiple regression analysis to empirically test the relationship of value equity, brand equity, and relationship equity and customer loyalty. Relationship equity influences customer loyalty more strongly than value equity and brand equity. Customers seem to build loyalty based on the careful assessment of all costumer equity drivers (value equity, brand equity, and relationship equity). In addition, their relative impact is different depending on the purchasing behavior of consumers. A company cannot maintain all customer equity drivers at a high level with limited marketing resources; therefore, marketing investment for all customer equity drivers need to be allocated differentially depending on the purchasing behavior of consumers.

A Post-Analysis of Decision Tree to Detect the Change of Customer Behavior on Internet Shopping Mall

  • Kim, Jae kyeong;Song, Hee-Seok;Kim, Tae-Sung
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2001년도 The Pacific Aisan Confrence On Intelligent Systems 2001
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    • pp.456-463
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    • 2001
  • Understanding and adapting to changes of customer behavior in internet shopping mall is an important aspect to survive in continuously changing environment. This paper develops a methodology based on decision tree algorithms to detect changes of customer behavior automatically from customer profiles and sales data at different time snapshots. We first define three types of changes as emerging pattern, unexpected change and the added/perished rule. Then, it is developed similarity and difference measures for rule matching to detect all types of change. Finally, the degree of change is developed to evaluate the amount of change. A Korean internet shopping mall case is evaluated to represent the performance of our methodology. And practical business implications for this methodology are also provided.

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보안경비 이용자의 고객접점서비스, 내적반응, 소비행동의 구조적 관계 (Structural Relationship between Customer Access Service, Internal Response, and Consumption Behavior of Security Expenditure Users)

  • 김인재
    • 시큐리티연구
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    • 제62호
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    • pp.321-346
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    • 2020
  • 이 연구는 보안경비 이용자의 고객접점서비스, 내적반응과 소비행동간 간의 관계를 구조모형을 통해 규명하는 것이 목적이다. 이 연구는 보안경비 서비스를 이용하는 구매자의 실증적인 대면이 되는 접점서비스의 중요성을 파악하고 이에 따른 소비자의 반응과 소비행동의 관계를 규명함으로서 보안경비 산업 발전에 기여할 수 있다는 점에서 의미가 있다할 것이다. 연구대상은 충청남도 천안시 및 아산시의 상가 밀집지역을 중심으로 보안경비서비스를 이용하고 있는 점포로 하고 여기서 점포 대표 및 직원 375명을 선정하여 연구를 수행하였다. 조사도구는 국내·외 선행연구를 기초로 하여 연구의 목적에 맞게 수정하여 사용하였다. 자료처리는 SPSS 25.0과 AMOS 25.0 두 가지 통계프로그램을 이용하여 빈도 분석, 탐색적 요인분석, 신뢰도 분석, 확인적 요인분석, 구조모형분석을 실시하였다. 통계적 유의 수준은 .05로 설정하여 분석하였으며, 자료 분석을 통하여 다음과 같은 결론을 얻었다. 첫째, 보안경비 이용자의 고객접점서비스는 소비행동에 정(+)의 영향을 미친다. 둘째, 보안경비 이용자의 고객접점서비스는 내적반응에 정(+)의 영향을 미친다. 셋째, 보안경비 이용자의 내적반응은 소비행동에 정(+)의 영향을 미친다. 넷째, 보안경비 이용자의 고객접점서비스와 소비행동 간의 매개효과로써 내적반응은 정(+)의 영향을 미친다.

Construction of Customer Appeal Classification Model Based on Speech Recognition

  • Sheng Cao;Yaling Zhang;Shengping Yan;Xiaoxuan Qi;Yuling Li
    • Journal of Information Processing Systems
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    • 제19권2호
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    • pp.258-266
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    • 2023
  • Aiming at the problems of poor customer satisfaction and poor accuracy of customer classification, this paper proposes a customer classification model based on speech recognition. First, this paper analyzes the temporal data characteristics of customer demand data, identifies the influencing factors of customer demand behavior, and determines the process of feature extraction of customer voice signals. Then, the emotional association rules of customer demands are designed, and the classification model of customer demands is constructed through cluster analysis. Next, the Euclidean distance method is used to preprocess customer behavior data. The fuzzy clustering characteristics of customer demands are obtained by the fuzzy clustering method. Finally, on the basis of naive Bayesian algorithm, a customer demand classification model based on speech recognition is completed. Experimental results show that the proposed method improves the accuracy of the customer demand classification to more than 80%, and improves customer satisfaction to more than 90%. It solves the problems of poor customer satisfaction and low customer classification accuracy of the existing classification methods, which have practical application value.

순차적으로 출발하는 여객노선에서 고객의 의사결정을 고려한 좌석재고 통제문제에 대한 모의실험 분석 (Simulation Experimental Analysis on a Seat Inventory Control Problem for Sequential Multiple Flights with Customer Choice Behavior)

  • 박창규;서준용;홍윤숙
    • 경영과학
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    • 제30권1호
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    • pp.1-14
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    • 2013
  • We conduct the future studies suggested by Park and Seo [3]. They considered a seat inventory control problem in which flights depart sequentially during a similar time-interval and passengers purchase available seats depending on individual customer choice behavior. Customer choice behavior can lead to one among a horizontal shift, a diversion-up, and a booking loss when a desired fare class is unavailable. We investigate how seat availability calculation method, booking limit control mechanism, seat inventory capacity, number of booking class, type of seat demand influence on revenues in an airline industry through thorough computer simulation experiments.

디저트카페 품질과 친환경 행동이 고객 신뢰와 충성도에 미치는 영향 : MZ 세대를 중심으로 (Effects of Dessert Cafes' Quality and Eco-Friendly Behavior on Customer Trust and Loyalty - Focused on Generation MZ)

  • 이새미;박상언;이드보라
    • 한국프랜차이즈경영연구
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    • 제13권1호
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    • pp.47-57
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    • 2022
  • Purpose: Recently, it is common to see cases where an amount similar to the cost of a meal is spent on dessert, or an amount greater than the cost of a meal is spent on dessert. The generation MZ is showing a tendency of 'value consumption' by consuming values and beliefs in consideration of the recent impact on society and the environment. Therefore, this study aims to analyze the effect of dessert cafe quality and eco-friendly behavior on customer trust and loyalty targeting the generation MZ who have visited desert cafés. This study examined the mediating role of customer trust in the relationships between desert café quality, eco-friendly behavior and customer loyalty, and also the moderating effect of and eco-friendly behavior on customer trust and customer loyalty. Research design, data, and methodology: To achieve purposes of this study, 229 data were collected from respondents who visited desert café and analyzed using measurement model (reliability test and correlation analysis), Fornell-Larcker Criterion and Heterotrait-Monotrait Ratio (HTMT) assessment, and structural equation model (PLS-SEM) with SPSS 22.0 and SmartPLS 3.3.7. Results: The research results are as follows. First, desert cafes' quality positively influenced customer trust but did not customer loyalty. Second, desert cafes' eco-friendly behavior positively influenced customer trust and customer loyalty. Fourth, the interaction term of dessert cafe quality and eco-friendly behavior did not influence customer trust and customer loyalty. Conclusions: This study emphasized the necessity of service quality and eco-friendly behavior of dessert cafes by examining the relationship between the quality of dessert cafes and eco-friendly behaviors, customer trust and loyalty. It also found the importance of the role of trust in securing loyal customers. In order to secure and retain loyal customers, the owners of dessert cafes should make effortsto improve the quality of the cafes' products and services so that customers can feel a sense of trust, and actively publicize that they are practicing eco-friendly management. As a result of this study, it is intended to provide practical implications for the management of dessert cafes by understand ing the effects of product and service quality and eco-friendly behaviors of companies to bakery industry workers and start-ups.

미용실(美容室) 고객(顧客)의 선택속성(選擇屬性)이 미용실(美容室) 이용(利用) 후(後) 행동(行動)에 미치는 영향(影響)에 관(關)한 연구(硏究) (A study on the influence of the beauty salons customers select on behavior after using)

  • 이순여;김성남
    • 패션비즈니스
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    • 제11권2호
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    • pp.32-41
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    • 2007
  • This study is aimed at analyzing on purchasing behavioral characteristics of customer in beauty salon and providing the revitalization strategies for korean beauty business. For the goal of this study, on purchasing behavioral characteristics of customer in beauty salon were reviewed in terms of the purchasing decision-making process on the basis of literature. The survey of beauty salon customers mainly from Seoul was used for positive analysis. In analyzing the research data, Frequency Analysis, Descriptive Analysis, Factor Analysis and Multiple Regression Analysis were conducted using $SPSS/PC^+$. The results showed the followings: The choice factors, the overall satisfaction, the revisit intention and the recommendation intention of the beauty salon customers were all affected in order as service, customer relationship with the result of analysis for the relationship between the choice factors of beauty salon customers and behavior after purchasing(overall satisfaction, revisit intention, recommendation intention).

기업 내의 관계형성과 경영성과의 구조적 인과관계 (Structural Causal Relations with Formation of Relationship in Internal Organization of Enterprises and Management Performance)

  • 박승환;송노섭
    • 한국콘텐츠학회논문지
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    • 제12권3호
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    • pp.322-334
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    • 2012
  • 본 연구는 기업 내 서비스신뢰, 직무몰입, 고객서비스행동, 경영성과 간의 관계를 검증함으로써 종업원의 기업에 대한 신뢰가 어떻게 경영성과에 영향을 미치는가를 확인하고 설명하는데 있다. 본 조사의 설문은 국내 주요 제약사의 판매원으로부터 자료를 수집하였으며, AMOS 18.0을 이용하여 구조방정식모형분석으로 제기된 연구가설을 검증하였다. 분석결과, 기업 내 서비스신뢰는 직무몰입과 경영성과에 긍정적인 영향을 미친 반면, 고객서비스행동에는 부정적인 영향을 주었다. 그리고 고객서비스행동은 경영성과에 긍정적인 영향을 미치는 것으로 나타났다. 따라서 기업 내 서비스신뢰는 경영성과에 직접적인 영향을 주었고, 또한 직무몰입과 고객서비스행동을 통해 유의한 영향을 주었다. 결론적으로 정리하면, 종업원이 자신이 속한 조직에서 직무에 헌신할 때 고객에 대한 서비스행동이 높아지며 경영성과도 성취될 수 있음을 확인하였다. 따라서 판매를 통한 높은 수준의 경영성과를 성취하기 위해서는 종업원의 직무에 대한 몰입을 강화해야 할 것이다.