• Title/Summary/Keyword: Customer Reaction

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Improvement of a Context-aware Recommender System through User's Emotional State Prediction (사용자 감정 예측을 통한 상황인지 추천시스템의 개선)

  • Ahn, Hyunchul
    • Journal of Information Technology Applications and Management
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    • v.21 no.4
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    • pp.203-223
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    • 2014
  • This study proposes a novel context-aware recommender system, which is designed to recommend the items according to the customer's responses to the previously recommended item. In specific, our proposed system predicts the user's emotional state from his or her responses (such as facial expressions and movements) to the previous recommended item, and then it recommends the items that are similar to the previous one when his or her emotional state is estimated as positive. If the customer's emotional state on the previously recommended item is regarded as negative, the system recommends the items that have characteristics opposite to the previous item. Our proposed system consists of two sub modules-(1) emotion prediction module, and (2) responsive recommendation module. Emotion prediction module contains the emotion prediction model that predicts a customer's arousal level-a physiological and psychological state of being awake or reactive to stimuli-using the customer's reaction data including facial expressions and body movements, which can be measured using Microsoft's Kinect Sensor. Responsive recommendation module generates a recommendation list by using the results from the first module-emotion prediction module. If a customer shows a high level of arousal on the previously recommended item, the module recommends the items that are most similar to the previous item. Otherwise, it recommends the items that are most dissimilar to the previous one. In order to validate the performance and usefulness of the proposed recommender system, we conducted empirical validation. In total, 30 undergraduate students participated in the experiment. We used 100 trailers of Korean movies that had been released from 2009 to 2012 as the items for recommendation. For the experiment, we manually constructed Korean movie trailer DB which contains the fields such as release date, genre, director, writer, and actors. In order to check if the recommendation using customers' responses outperforms the recommendation using their demographic information, we compared them. The performance of the recommendation was measured using two metrics-satisfaction and arousal levels. Experimental results showed that the recommendation using customers' responses (i.e. our proposed system) outperformed the recommendation using their demographic information with statistical significance.

A Study of the Influence of CRM Korean Restaurant Passengers Quality perceived by Emotional Response and Customer Behavior - Focus on the Mediating Effect of Customer Emotional Response - (프랜차이즈 한식당 이용객들이 인지하는 CRM 품질 특성이 고객 감정반응과 고객 행동의도 에 미치는 영향에 관한 연구)

  • Kim, Chan-Woo;Kim, Seong-Soo
    • Culinary science and hospitality research
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    • v.22 no.5
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    • pp.82-94
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    • 2016
  • This study on CRM oftKorean restaurant guests to test the emotional response and behavioral intention. Three kinds of variables(service quality, information quality, system quality) from Korean restaurant guests were set to test the CRM. Results of the multiple regression analysis revealed a positive significant relationship with respect to quality of service, quality information, and quality system with all customer emtional reaction. Second, the results also found that the three independent variables of quality of service (${\beta}=.104$, P<.01), information quality (${\beta}=.215$, P<.001), and system quality (${\beta}=.682$, P<001) had a significant positive effect on the dependent variable for customer behavior (+). Third, CRM quality of service, quality information, and quality of the restaurant system are shown to influence the behavior and it also showed that both the part-mediated effects.

Service Quality, Customer Satisfaction and Customer Loyalty of Mobile Communication Industry in China (중국이동통신산업중적복무질량(中国移动通信产业中的服务质量), 고객만의도화고객충성도(顾客满意度和顾客忠诚度))

  • Zhang, Ruijin;Li, Xiangyang;Zhang, Yunchang
    • Journal of Global Scholars of Marketing Science
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    • v.20 no.3
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    • pp.269-277
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    • 2010
  • Previous studies have shown that the most important factor affecting customer loyalty in the service industry is service quality. However, on the subject of whether service quality has a direct or indirect effect on customer loyalty, scholars' views apparently vary. Some studies suggest that service quality has a direct and fundamental influence on customer loyalty (Bai and Liu, 2002). However, others have shown that service quality not only directly affects customer loyalty, it also has an indirect impact on customer loyalty by influencing customer satisfaction and perceived value (Cronin, Brady, and Hult, 2000). Currently, there are few domestic articles that specifically address the relationship between service quality and customer loyalty in the mobile communication industry. Moreover, research has studied customer loyalty as a whole variable, rather than breaking it down further into multiple dimensions. Based on this analysis, this paper summarizes previous study results, establishes an effect mechanism model among service quality, customer satisfaction, and customer loyalty in the mobile communication industry, and presents a statistical test on model assumptions by using customer investigation data from Heilongjiang Mobile Company. It provides theoretical guidance for mobile service management based on the discussion of the hypothesis test results. For data collection, the sample comprised mobile users in Harbin city, and the survey was taken by random sampling. Out of a total of 300 questionnaires, 276 (92.9%) were recovered. After excluding invalid questionnaires, 249 remained, for an effective rate of 82.6 percent for the study. Cronbach's ${\alpha}$ coefficient was adapted to assess the scale reliability, and validity testing was conducted on the questionnaire from three aspects: content validity, construct validity. and convergent validity. The study tested for goodness of fit mainly from the absolute and relative fit indexes. From the hypothesis testing results, overall, four assumptions have not been supported. The ultimate affective relationship of service quality, customer satisfaction, and customer loyalty is demonstrated in Figure 2. On the whole, the service quality of the communication industry not only has a direct positive significant effect on customer loyalty, it also has an indirect positive significant effect on customer loyalty through service quality; the affective mechanism and extent of customer loyalty are different, and are influenced by each dimension of service quality. This study used the questionnaires of existing literature from home and abroad and tested them in empirical research, with all questions adapted to seven-point Likert scales. With the SERVQUAL scale of Parasuraman, Zeithaml, and Berry (1988), or PZB, as a reference point, service quality was divided into five dimensions-tangibility, reliability, responsiveness, assurance, and empathy-and the questions were simplified down to nineteen. The measurement of customer satisfaction was based mainly on Fornell (1992) and Wang and Han (2003), ending up with four questions. Based on the study’s three indicators of price tolerance, first choice, and complaint reaction were used to measure attitudinal loyalty, while repurchase intention, recommendation, and reputation measured behavioral loyalty. The collection and collation of literature data produced a model of the relationship among service quality, customer satisfaction, and customer loyalty in mobile communications, and China Mobile in the city of Harbin in Heilongjiang province was used for conducting an empirical test of the model and obtaining some useful conclusions. First, service quality in mobile communication is formed by the five factors mentioned earlier: tangibility, reliability, responsiveness, assurance, and empathy. On the basis of PZB SERVQUAL, the study designed a measurement scale of service quality for the mobile communications industry, and obtained these five factors through exploratory factor analysis. The factors fit basically with the five elements, indicating the concept of five elements of service quality for the mobile communications industry. Second, service quality in mobile communications has both direct and indirect positive effects on attitudinal loyalty, with the indirect effect being produced through the intermediary variable, customer satisfaction. There are also both direct and indirect positive effects on behavioral loyalty, with the indirect effect produced through two intermediary variables: customer satisfaction and attitudinal loyalty. This shows that better service quality and higher customer satisfaction will activate the attitudinal to service providers more active and show loyalty to service providers much easier. In addition, the effect mechanism of all dimensions of service quality on all dimensions of customer loyalty is different. Third, customer satisfaction plays a significant intermediary role among service quality and attitudinal and behavioral loyalty, indicating that improving service quality can boost customer satisfaction and make it easier for satisfied customers to become loyal customers. Moreover, attitudinal loyalty plays a significant intermediary role between service quality and behavioral loyalty, indicating that only attitudinally and behaviorally loyal customers are truly loyal customers. The research conclusions have some indications for Chinese telecom operators and others to upgrade their service quality. Two limitations to the study are also mentioned. First, all data were collected in the Heilongjiang area, so there might be a common method bias that skews the results. Second, the discussion addresses the relationship between service quality and customer loyalty, setting customer satisfaction as mediator, but does not consider other factors, like customer value and consumer features, This research will be continued in the future.

A Study on the Effects of Perception of Physical Environment in Restaurants on Psychological Reaction and Consumers' Attitudes - Focused on Tabletops by Design- (레스토랑의 물리적 환경지각이 심리적 반응과 고객 태도에 미치는 영향 - 테이블탑 디자인을 중심으로 -)

  • Lee, Sung-Hee
    • Culinary science and hospitality research
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    • v.15 no.3
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    • pp.197-212
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    • 2009
  • Well-set tabletops influence customers' purchase behavior or post-purchase behavior by making the quality and image of a restaurant distinguished and customers impressed. This study aims to investigate the relations between the perception of environment among physical environments of restaurants and psychological responses to their tabletops and consumers' attitudes in order to suggest new guidelines for table-setting. As a result, the direct relations between the perception of environment in the tabletops of the restaurants and consumers' behavioral intention indicated that the perception factors of tabletops affected consumer behavior and that these perception factors affected the formation of general attitudes among consumers through emotional and cognitive responses. This result shows that tabletops can be an important key in managing restaurants with changing customer needs. Therefore, it is expected that positive customer attitude can be made by provoking their psychological responses with unique and attractive tabletop settings.

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The Effect of Dining Space Color and Design on Customers' Psychological Reactions, Satisfaction and Reuse Intention in Restaurants (외식업 식공간 색채 및 디자인 연출이 고객의 심리적 반응과 만족 및 재이용 의도에 미치는 영향)

  • Huh, Yeong-Uook
    • Culinary science and hospitality research
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    • v.21 no.2
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    • pp.103-118
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    • 2015
  • This study is intended to look into the effect of dining space color and design on customers' psychological response, satisfaction, and reuse intention of restaurants. To achieve this, an empirical survey was carried out based on responses from 400 dining-out customers. The results were as follows. The dining space color and design had a significant and positive effect on customers' psychological reaction, satisfaction and reuse intention of restaurants. This is a result of positively evaluated service through an increased customer emotional response to simultaneous factors. It also suggest a recognition of a customer's psychological response in forming images based on restaurant attributes aside from food quality, such technique, ornamental equipment, sound, and design factors harmonized with indoor environment, in an attempt to increase customer interest in an increasingly competitive business environment. Consequently, dining space color and design can lead to customers' psychological satisfaction and reuse intention.

Getting Emotional about Quality: Questioning and Elaborating the Satisfaction Concept

  • Lilja, John;Wiklund, Hakan
    • International Journal of Quality Innovation
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    • v.6 no.3
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    • pp.38-55
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    • 2005
  • Consumption has generally become more fragmented, hedonic and individual specific, satisfying not only functional but also emotional needs. In parallel, customer satisfaction is now thought to be both a cognitive and affective response, and the closely related concept of job satisfaction is commonly seen as an emotional reaction. The reasoning within quality management does, however, still lean heavily toward cognitive judgements (i.e. performance ratings), the emotional component clearly being under explored. Further, performance variables have shown not to be significant in predicting satisfaction for certain 'experience products', the effect fully mediated by emotions. As a consequence a cognitive judgement based quality concept has lost its ability to predict satisfaction, which clearly contradicts with the modem quality definition, stressing quality as the ability to satisfy the customer. Emotions have however entered the quality discourse and it has been proposed that having customers that are merely feeling satisfied will not suffice. Instead, there has been a plethora of executive exhortations in the trade press calling on business to 'delight the customer'. Strategies for doing so have however usually been imprecise and unclear, and the different drivers of delight and satisfaction are not well explored. This paper aims to complement the previous cognitive dominance by exploring the multiple emotional responses involved in customer satisfaction. A conclusion being that we currently are measuring something, in terms of satisfied, that is more or less independent of what we aim for, in terms of delight. It is also most likely that - depending on the situation, product, and person - other positive and negative emotions are more important outcomes of purchase and usage than merely satisfaction. It is questioned whether a single, summary response such as satisfaction is feasible or even desirable.

A Study on the Effects of Company's Actual Response to Customer Complaints on Justice, Trust and Satisfaction (불만고객에 대한 기업의 실제적 반응이 공정성과 신뢰·만족에 미치는 영향)

  • Ji, Hee-Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.6
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    • pp.3829-3836
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    • 2015
  • The actual complaint handling response of the company serves as an important success factor for the company to reduce defection rate of customers who have complaints. In this regard, this study sought to divide the company's complaint handling response into substantial compensation, favorable employee behavior and organizational procedures, empirically verify the effects of the customer's justice perception on trust and satisfaction, and thus to present the importance of the company's actual response. To this end, the data obtained from a survey of 210 customers who filed complaints directly to the company was analyzed using SPSS and AMOS. The research results can be summarized as follows. The compensation for customers with complaints has a significant effect on justice, and the favorable employee behavior also has a significant effect on justice. In addition, the organization procedures about handling complaints have a significant effect on justice. Especially the justice as justice perception was found to affect the future behaviors of customers such as trust and satisfaction. Based on these findings, this study presented implications and suggested future research.

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

  • Kim, In Jae
    • Korean Security Journal
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    • no.62
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    • pp.321-346
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    • 2020
  • The purpose of this study is to identify the relationship among customer access service, internal response, and consumption behavior of security agency users through a structural model. The research will be meaningful in that it can contribute to the development of the security industry by identifying the importance of customer access service, which is an empirical face of buyers using security agency, and thus establishing the relationship between consumer reaction and consumption behavior. The study subject is a store that uses security agency in areas with dense shopping districts in Cheonan and Asan of South Chungcheong Province, where 375 store representatives and employees were selected to conduct the research. Research tools were modified and used to suit the purpose of the research based on domestic and foreign prior research. Using two statistical programs, SPSS 25.0 and AMOS 25.0, data processing was performed: frequency analysis, exploratory factor analysis, reliability analysis, confirmed factor analysis, and structural model analysis. The statistical significance level was analyzed by setting a value of .05 and the following conclusions were obtained. First, the customer access service of security agency users has a positive impact on consumption behavior. Second, the customer access service of security agency users has a positive effect on the internal response. Third, the internal response of security agnecy users has a positive effect on consumption behavior. Fourth, the internal response has a positive effect as a medium effect between customer access service and consumption behavior of security agency users.

Customer Behavior Analysis on Mobile Advertisement

  • Koh, Bong-Sung;Lee, Seok-Won
    • Journal of the Korean Data and Information Science Society
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    • v.17 no.4
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    • pp.1251-1259
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    • 2006
  • The headline of advertisements holds the important position in advertisement recognition and receptivity. The mobile advertisements show an immediate reaction of customers because it is possible to do 'one-to-one communication'. And this makes the mobile advertisement as important as any kind of traditional marketing channel, like TV, Radio, Print. In this paper, we classified the headlines as several types and measured the effect of headline types.

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Customer Behavior Analysis on Mobile Advertisement

  • Koh, Bong-Sung;Lee, Seok-Won
    • 한국데이터정보과학회:학술대회논문집
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    • 2006.11a
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    • pp.1-8
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    • 2006
  • The headline of advertisements holds the important position in advertisement recognition and receptivity. The mobile advertisements show an immediate reaction of customers because it is possible to do 'one-to-one communication'. And this makes the mobile advertisement as important as any kind of traditional marketing channel, like TV, Radio, Print. In this paper, we classified the headlines as several types and measured the effect of headline types.

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