• Title/Summary/Keyword: customer analysis

Search Result 4,252, Processing Time 0.028 seconds

Topic Modeling-based QFD Framework for Comparative Analysis between Competitive Products (경쟁 제품 간 비교 분석을 위한 토픽 모델링 기반 품질기능전개 프레임워크)

  • Chenghe Cui;Uk Jung
    • Journal of Korean Society for Quality Management
    • /
    • v.51 no.4
    • /
    • pp.701-713
    • /
    • 2023
  • Purpose: The primary purpose of this study is to integrate text mining and Quality Function Deployment (QFD) to automatically extract valuable information from customer reviews, thereby establishing a QFD frame- work to confirm genuine customer needs for New Product Development (NPD). Methods: Our approach combines text mining and QFD through topic modeling and sentiment analysis on a large data set of 56,873 customer reviews from Zappos.com, spanning five running shoe brands. This process objectively identifies customer requirements, establishes priorities, and assesses competitive strengths. Results: Through the analysis of customer reviews, the study successfully extracts customer requirements and translates customer experience insights and emotions into quantifiable indicators of competitiveness. Conclusion: The findings obtained from this research offer essential design guidance for new product develop- ment endeavors. Importantly, the significance of these results extends beyond the running shoe industry, presenting broad and promising applications across diverse sectors.

A Study on the Effect of Customer Orientation in the Hospital Coordinator's role ambiguity and support situations (병원코디네이터의 역할모호성 및 지원상황이 고객지향성에 미치는 영향에 관한 연구)

  • Kim, Young-Hyuk
    • Korea Journal of Hospital Management
    • /
    • v.18 no.3
    • /
    • pp.1-26
    • /
    • 2013
  • To improve the competitiveness of the hospital provides high quality medical services in a hospital coordinator role is emphasized. This study on customer orientation of the role ambiguity in order to identify the impact of degree of customer orientation were analyzed for demographic differences. Dependent variable, customer orientation affects role ambiguity as independent variables, and regression analysis were set. And the control variables are set to support situational factors, customer orientation on the role ambiguity and hierarchical regression analysis was performed. Obtained through empirical results are as follows: First, according to the demographic characteristics of the hospital coordinator customer orientation, the difference between gender and medical subjects are not shown. Age, education, work experience, job title, and the hospital on the pattern of customer orientation has shown a difference. Second, according to the hospital coordinator role ambiguity about its impact on customer orientation analysis can be a role implementation, job implementation, opinion communication in achieving customer orientation was negatively affected. Third, role ambiguity, and customer orientation factors for the moderating effects of organizational support for the role of customer orientation can role implementation, job implementation, opinion communication was a statistically significant. Fourth, the role ambiguity factors and customer orientation for the administrative support for the moderating effect of customer orientation and role implementation is significant, but job implementation, opinion communication were statistically significant. Fifth, the role ambiguity factors and customer support for customer orientation and customer orientation for the moderating effects of role performance and the opinion communication was not statistically significant. However, job implementation was statistically significant. The limitations of this study are as follows: First, role ambiguity, situational factors and support due to limitations of the variable factors that may affect the customer orientation of a number of factors were excluded. So many exogenous variables in the measurement process can affect. Second, the variables measured as problems of self-assessment by the variable measuring the respondent's bias may occur. Third, This study is difficult to generalize. In other words, several areas of the province conducted by the empirical results of the survey as a limit on the overall generalization can follow.

  • PDF

Study on the casual relationship between customer satisfaction and customer loyalty in high-speed Internet service market (초고속 인터넷 시장에서의 고객 만족과 고객 로열티간 관계 분석)

  • 김민정;김찬규;박영준
    • Proceedings of the Korean Operations and Management Science Society Conference
    • /
    • 2003.11a
    • /
    • pp.67-70
    • /
    • 2003
  • This paper analyzes the causal relationship between customer satisfaction and customer loyalty in Korean High-speed Internet market, where has achieved a rapid development in these days. According to the previous literatures, profitability results from customer loyalty influenced by customer satisfaction. So, we firstly define and analyze their relationships with the survey data from 737 subscribers, by using Factor Analysis and SEM(Structural Equation Model). Secondly, we find and select major cause variables to affect customer loyalty. Finally, we suggest some useful implications to marketers on the basis of the analysis results. As a result, customer loyalty depends on the degree of customer satisfaction on network quality and service quality in high-speed Internet service. Particularly the satisfaction level on network quality affects customer loyalty relatively stronger than one on service quality. Thus it is suggested that marketers invest in improving network quality rather than service quality to enhance customer loyalty.

  • PDF

Improving Customer Satisfaction Management using the Satisfied Customer Segmentation based on Latent Class Analysis (Latent Class Analysis 기반의 만족 고객 세분화를 이용한 고객만족경영 향상 방안)

  • Song, Ki-Jeong;Seo, Kwang-Kyu;Ahn, Beum-Jun
    • The Journal of the Korea Contents Association
    • /
    • v.11 no.12
    • /
    • pp.386-394
    • /
    • 2011
  • Recently it is difficult to draw an improvement for customer satisfaction because the ratio of satisfied customers increases in customer satisfaction survey. In addition, the effectiveness of practical application of customer satisfaction survey decreases due to its constitution limitation on its data analysis. In order to solve these problems, it is necessary to develop a novel research to identify the strategy meanings and find dissatisfied factors of satisfied customers using the satisfied customers' reclassification. This study focuses on the satisfied customer segmentation based on Latent Class Analysis (LCA). The case study with high-speed internet service customers show that the satisfied customers are divided into three subgroups using LCA and we draw meaning results such as satisfaction and dissatisfaction factors through analyzing each group. This study is expected to play the role as the groundwork for the revitalization of customer satisfaction survey as well as improving customer satisfaction management.

Effective Marketing Module to the Optimization of Consumer Information in Mid-small e-Commerce Shopping Mall (중소 전자상거래 기업의 소비자정보 최적화를 위한 효율적 마케팅 모듈: e-CRM 연동전략을 중심으로)

  • Kim, Yeon-Jeong
    • Journal of Global Scholars of Marketing Science
    • /
    • v.14
    • /
    • pp.125-144
    • /
    • 2004
  • The purpose of this study is to classify customer bye-mailing responsiveness on time-series analysis and RFM module and testify the effectiveness of grouping by ROI analysis. RFM (Recency, Frequency, Monetary Value) analysis are used for customer classification that is fundamental process of e-CRM application. ROI analysis were consisted of open, click-through, duration time, conversion rate, personalization and e-mail loyalty index. Major findings are as follows; Customer segmentation were loyal customer, odds customer, dormant customer, secession customer and observation customer by Activity email module. And Loyal, dormant and secession customer are segregated by RFM module. Loyal customer group have higher point of all ROI index than other groups. These results indicated that customer responsiveness of e-mailing and RFM analysis were appropriate methods to grouping the customer. Mid-small Internet Biz adapted marketing strategy by optimization of consumer information.

  • PDF

A Study on the Strategic Adoption of Internet based Customer Relationship Management (인터넷 기반 고객관계관리의 전략적 도입에 관한 연구)

  • Roh Kyung-Ho
    • Management & Information Systems Review
    • /
    • v.5
    • /
    • pp.61-79
    • /
    • 2000
  • This research suggests the strategic adoption methodology of Customer Relationship Management. The backgrounds of CRM is the business environment changing that Market power is shifting to the customer who has unprecedented powers of choice today. The strategic adoption of Customer Relationship Management determines the value, needs and preferences of each customer or customer segment. Customer Relationship Strategy is an explicitly defined plan for how a company has decided to connect with, relate to, and focus on its chosen customers to create value. Deliberate decisions must be made, often involving trade-offs, so that investments are aligned with customer needs and value. Plan defined in terms of target customers value proposition, role in value delivery, and risk/reward sharing. All customers are not created equal; specific customers and/or customers segments are more desirable/valuable to pursue. Key premise of CRM is that value can be created by changing company's business model to better connect with customers. Area of service of Customer Relationship Management are as follows. Portfolio strategy, Market Opportunity Assessment, Brand Equity, Market Positioning, Pricing, Channel Strategy, Market Segmentation. Target Market Identification, Customer LifeTime Value Analysis, Customer Profitability, Customer Connections Economics Analysis. The objects of CRM are maximizing customer service effectiveness, improving customer loyalty, increasing customer service efficiency, optimizing intelligence about customer behaviors and preferences.

  • PDF

Structural Relationship Between Quality of Medical Service, Patients'Emotional Attachment, Customer Satisfaction, and the Customer Behavioral Intention of Small and Medium Hospitals - Mediating Effect of Emotional Attachment and Customer Satisfaction - (중소병원의 의료서비스 품질, 감정적 애착, 고객만족, 행동의도의 구조적 관계 연구 - 감정적 애착, 고객만족 매개효과를 중심으로 -)

  • Lee, Yeon-Sook;Park, Ae-Jun
    • The Korean Journal of Health Service Management
    • /
    • v.13 no.2
    • /
    • pp.27-38
    • /
    • 2019
  • Objectives: The purpose of this study was to investigate the relationship between medical service quality, emotional attachment, customer satisfaction, and customer behavioral intention of small and medium hospitals. Methods: 228 patients who have used small and medium hospitals' medical services were selected. The analysis methods used were confirmatory factor analysis, validation of discrimination, path analysis, and bootstrapping using SPSS 23 and AMOS 23. Results: As a result of the hypothesis test, reliability, responsiveness, and assurance were found to have a positive (+) influence on emotional attachment and customer satisfaction, while empathy had a positive (+) influence on emotional attachment only. Emotional attachment had a positive (+) influence on customer satisfaction and behavioral intention, and customer satisfaction had a positive (+) influence on behavioral intention. Conclusions: Medical service providers in small and medium hospitals should recognize that increasing customer satisfaction based on emotional attachment is a pathway to customer acquisition and, ultimately, a way to promote effective management.

The Impacts of Service Quality and Customer Satisfaction on Re-purchase and Word of Mouth (할인점 의류매장의 서비스품질과 고객만족이 재구매의도와 구전의도에 미치는 영향)

  • Lee, Ok-Hee;Kang, Young-Eui
    • Journal of Fashion Business
    • /
    • v.13 no.5
    • /
    • pp.110-120
    • /
    • 2009
  • The goal of this study was to investigate the influence of customer service quality on customer satisfaction. Also the object of this study is to indicate the influence on word of mouth and intention of repurchase which is a variable of customer satisfaction. The subjects were 357 female adults living in Suncheon City, Jeollanam Province. The questionnaires were conveniently sampled from June 1 to 30, 2006. The collected data was analyzed by percentage, frequency, mean, factor analysis, reliability, regression using the SPSS program. The five hypotheses set in the research model, all were selected through empirical analysis. Main findings are as follows: As a result of factor analysis, customer service quality of discount store verified four items, that is, personal service, VMD of stores/atmosphere, store policy, product assortment. As a result of regression analysis, customer service quality influenced customer satisfaction. The intention of repurchase and word of mouth received a positive influence from customer satisfaction. The intention of repurchase influenced the word of mouth, and it received a positive influence from the word of mouth.

A Study on the Effect of Nonverbal Communication of Airline's Flight Crew on Customer Attitudes

  • Lee, Yun-Young;Park, Hye-Yoon
    • Journal of Distribution Science
    • /
    • v.16 no.7
    • /
    • pp.17-24
    • /
    • 2018
  • Purpose - This study focuses on the quality of nonverbal communication by the flight attendants at the airline, and the factors that contribute to improve customer behavior, thereby providing positive implications for corporate management. Research, design, data, and methodology - For the empirical analysis of this study, reliability analysis and frequency analysis were conducted. T-test and ANOVA analyses were performed. In addition, the effects of nonverbal communication have on customer behavior have regressed analysis. The collected data was empirical suing the SPSS Win 18.0. Results - Among the non-verbal communication qualities were found to significantly influence customer attitudes, and demographic differences in airline flight attendants were also shown to influence their perceptions. Empirical analysis revealed significant differences in demographic characteristics between gender, age and airlines used. Conclusions - All of the non-verbal communication's attributes were found to significantly impact customer attitude. It is used to train the importance of nonverbal communication quality for the role of cabin crew members and to enhance the loyalty of the customers to Airline. This study identifies the relationship between the impact of non-verbal communication quality on customer attitudes and implies the importance of non-verbal communication quality for airline flight attendants. Also, this study suggests that there is a close mechanism between the nonverbal communication and the customer attitudes to airlines.

Study on the customer characteristics for the customer interruption cost analysis in term of the domestic customer survey (국내 수용가의 설문조사를 통한 수용가 정전비용 산출을 위한 수용가 특성에 관한 연구)

  • Park, Soo-Man;Kim, Jae-Chul;Bae, Joo-Chun;Moon, Ki-Seung;Moon, Seung-Il
    • Proceedings of the KIEE Conference
    • /
    • 2003.07a
    • /
    • pp.142-144
    • /
    • 2003
  • Recently, the bidding between generating company and transmission company have been accomplished according to restructure of power system industry. And the bidding will develop to TWBP (Two-Way Bidding Pool)type. In this way, it will be important issue on optimum reliability maintenance of the power supply. Thus, in this paper illustrate to customer survey result for the interruption cost analysis. Actually the domestic customer survey is performed on 300 samples. Then the points at customer survey and direction are presented in this paper. Customer is divided into 5 types, total response of customer survey was 22 percent. Furthermore domestic customer survey result characteristics will be use for the basis data of the large scale customer survey.

  • PDF