• Title/Summary/Keyword: 고객욕구

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The Research on Recommender for New Customers Using Collaborative Filtering and Social Network Analysis (협력필터링과 사회연결망을 이용한 신규고객 추천방법에 대한 연구)

  • Shin, Chang-Hoon;Lee, Ji-Won;Yang, Han-Na;Choi, Il Young
    • Journal of Intelligence and Information Systems
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    • v.18 no.4
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    • pp.19-42
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    • 2012
  • Consumer consumption patterns are shifting rapidly as buyers migrate from offline markets to e-commerce routes, such as shopping channels on TV and internet shopping malls. In the offline markets consumers go shopping, see the shopping items, and choose from them. Recently consumers tend towards buying at shopping sites free from time and place. However, as e-commerce markets continue to expand, customers are complaining that it is becoming a bigger hassle to shop online. In the online shopping, shoppers have very limited information on the products. The delivered products can be different from what they have wanted. This case results to purchase cancellation. Because these things happen frequently, they are likely to refer to the consumer reviews and companies should be concerned about consumer's voice. E-commerce is a very important marketing tool for suppliers. It can recommend products to customers and connect them directly with suppliers with just a click of a button. The recommender system is being studied in various ways. Some of the more prominent ones include recommendation based on best-seller and demographics, contents filtering, and collaborative filtering. However, these systems all share two weaknesses : they cannot recommend products to consumers on a personal level, and they cannot recommend products to new consumers with no buying history. To fix these problems, we can use the information which has been collected from the questionnaires about their demographics and preference ratings. But, consumers feel these questionnaires are a burden and are unlikely to provide correct information. This study investigates combining collaborative filtering with the centrality of social network analysis. This centrality measure provides the information to infer the preference of new consumers from the shopping history of existing and previous ones. While the past researches had focused on the existing consumers with similar shopping patterns, this study tried to improve the accuracy of recommendation with all shopping information, which included not only similar shopping patterns but also dissimilar ones. Data used in this study, Movie Lens' data, was made by Group Lens research Project Team at University of Minnesota to recommend movies with a collaborative filtering technique. This data was built from the questionnaires of 943 respondents which gave the information on the preference ratings on 1,684 movies. Total data of 100,000 was organized by time, with initial data of 50,000 being existing customers and the latter 50,000 being new customers. The proposed recommender system consists of three systems : [+] group recommender system, [-] group recommender system, and integrated recommender system. [+] group recommender system looks at customers with similar buying patterns as 'neighbors', whereas [-] group recommender system looks at customers with opposite buying patterns as 'contraries'. Integrated recommender system uses both of the aforementioned recommender systems to recommend movies that both recommender systems pick. The study of three systems allows us to find the most suitable recommender system that will optimize accuracy and customer satisfaction. Our analysis showed that integrated recommender system is the best solution among the three systems studied, followed by [-] group recommended system and [+] group recommender system. This result conforms to the intuition that the accuracy of recommendation can be improved using all the relevant information. We provided contour maps and graphs to easily compare the accuracy of each recommender system. Although we saw improvement on accuracy with the integrated recommender system, we must remember that this research is based on static data with no live customers. In other words, consumers did not see the movies actually recommended from the system. Also, this recommendation system may not work well with products other than movies. Thus, it is important to note that recommendation systems need particular calibration for specific product/customer types.

Marketing role and measures of Modern agricultural food industry (현대 농업 식품산업의 마케팅역할과 대응방안)

  • CHO, HAG-RAE
    • Journal of the Korea society of information convergence
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    • v.6 no.2
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    • pp.1-14
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    • 2013
  • Today the most important and epoch-making changes in agricultural food industry are emergence of direct market by internet. Because emergence of direct market by internet is making the reliable relationship. Marketing is creating the value of the customer. This trend will grasp and use in establishment of marketing strategy between two nations and in the countries. According this study gives a basic establishment of marketing strategy about various customership and makes use of analytic data.

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기업간 전자상거래 시장에서의 다양한 입찰-경매 거래 지원 시스템

  • 최형림;박영재
    • Proceedings of the Korea Association of Information Systems Conference
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    • 2002.11a
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    • pp.173-181
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    • 2002
  • 전자상거래의 초창기에는 하나의 사업 모형과 거래 모형에 특화된 거래 형태가 주로 이루어 지다가, 최근에는 한 사이트에서 여러 가지의 사업 모형과 거래 모형을 지원하는 형태로 발전되고 있다. 이러한 추세를 볼 때 앞으로는 더욱 다양한 거래모형이 등장하고 또한 한 marketplace에서 이와 같은 거래모형들을 지원할 수 있어야만 고객의 요구를 충족시킬 수 있을 것으로 예상된다. 이를 위해 본 연구에서는 현실세계에서의 디자인회사와(디자인 판매자) 신발제조업체(디자인 구매자)간의 신발 디자인 거래를 온라인으로 지원함과 동시에 다양한 거래모형을 적용하여 판매자와 구매자의 욕구를 동시에 충족시키고자 하였다. 지원하는 거래모형은 고정가격제(fixed prico), 경매(auction), 구매자가 디자이너에게 특정 디자인을 요청하는 디자인 요구(design request), 그리고 협상(negotiation)이며 디자인 요구란 구매자가 자신이 원하는 디자인을 해 줄 수 있는 디자이너를 구하는 시장이다. 본 연구에서는 신발 디자인 거래 상품으로 Concept design과 Drawing design을 대상으로 하였다.

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A Study on the successful model of the e-business for management renovation (경영혁신을 위한 e-비즈니스의 성공모델에 대한 연구)

  • Jo, Jae-Wan
    • 한국디지털정책학회:학술대회논문집
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    • 2006.06a
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    • pp.149-165
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    • 2006
  • 미국 Intel사, Andy Grove 회장이 말했듯이 '기업들이 예외 없이 인터넷 사업에 나서고 있어 향후 5년 후면 따로 Internet 기업이라는 단어를 쓸 필요가 없어질 것이다. 그 때쯤이면 인터넷 영역에서의 상권을 놓고 관련 기업들이 치열한 경쟁을 벌일 것이며 승자가 기존 업체들을 인수하게 될 것이다' 라고 말했듯이 최근에 e-business가 많은 각광을 받고 있는데, 그 이유는 Internet으로 전 세계가 연결이 되고, 사회 전반의 틀이 변화하면서 정보의 도달성과 충실성의 추구가 동시에 가능해졌으며, 고객의 욕구가 단순화된 제품군에서 복잡 다변화된 제품군으로 변화하고 있다. 따라서 빠른 의사결정과 효율적인 제조환경 구축이 요구되면서 Product Life cycle도 단축이 되었으며 e-Business는 급변하는 디지털 경영환경에서 기업의 경쟁력 확보와 경영혁신의 방안으로 그 필요성이 많이 대두되고 있다. 본 연구에서는 e-business 모델의 성공 및 실패 사례들을 심도 있게 고찰해 본 후 디지털 환경의 발달에 기인한 새로운 경영혁신을 위한 e-business의 성공모델에 대해서 그 전략들을 제시해보고자 한다.

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대학교육 서비스 품질평가를 위한 품질측정요인분석

  • 이홍우;박주현
    • Proceedings of the Korean Society for Quality Management Conference
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    • 2004.04a
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    • pp.627-632
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    • 2004
  • 기업환경변화와 고객의 욕구증대로 인해 품질의 중요성이 강조되는 상창에서 종합적 품질경영(TQM)의 개념을 도입하고자 하는 노력이 제조업 뿐 아니라 서비스 부문, 공공부문, 의료부문 등으로 확대되는 상황이다. 특히 교육품질에 연구가 선진국을 중심으로 활발히 이루어지고 있는데 무형적인 특성을 가진 교육의 품질특성들을 측정하고 이를 개선하기 위한 전략적 방안 등을 강구하고 있다. 따라서 TQM의 기본 개념을 알아보고 우리나라 대학교육에 대한 적용가능성을 타진해보기 위한 연구가 필요하다고 생각한다. 따라서 본 연구의 목적은 대학교육의 서비스 품질에 대한 구체적인 측정요인을 개발하는 것이다. 문헌조사를 통해 기존의 대학교육품질 측정문항들을 벤치마킹 하였으며 대학생 집단과 문항들을 검토하여 32개 문항을 확정하고 이를 224명의 대학생을 대상으로 자료를 수집하여 요인분석을 실시하여 대학의 서비스 품질측정요인을 도출하였다.

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Analysis of the positive word-of-mouth, Quality of medical service and customer satisfaction of patients in dental clinics (치과의원 내원환자들의 긍정적 구전과 치과 의료서비스 품질 및 고객만족도 분석)

  • Yang, Hae-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.12
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    • pp.4928-4934
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    • 2010
  • Dental health care in modern society has gradually been developing with patients'expectation, desire, and medical knowledge according to the changes in the medical industry. Dental marketing strategy is necessary to construct a better dental health environment in order to cope with customers' changes and desire. The purpose of this study was to evaluate the positive comments by word-of-mouth experience, quality of dental clinic service and customer satisfaction among dental patients. The study surveyed 5oo subjects being treated at 6 dental clinics in Seoul and Gyeonggi province. It was conducted from March 22 to April 9, 2010. The subject groups with a positive experience through word - of - mouth who had a perception about the quality of dental clinic service (p<.001) and customer satisfaction (p<.001) were higher than other groups who had no comments on their dental treatment and clinics. The results showed that there was a correlation(r=. 852, p<.001) between the positive comments by word-of- mouthabout the quality of dental clinics service and customer satisfaction. The perception of dental clinic service and patients' satisfaction with positive comments by word of mouth was highly recognized by older and more experienced patients of dental treatment. Therefore, the results suggest that empirical information on important factors about strategic marketing lead to positive comments by word of mouth experience for patients in dental clinics.

Development of Customer Experience-Based TB Management Service for a Local Public Medical Institution (일 지역공공의료기관의 고객경험기반 결핵관리서비스 디자인)

  • Kang, Myung-Ju;Chung, Kyung-Hee;Jo, Eun-Young
    • The Journal of the Korea Contents Association
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    • v.18 no.9
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    • pp.399-410
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    • 2018
  • This study is a methodological approach to the study of a customer experience-based Tuberculosis(TB) management service design for a local public medical institution, with the application of the service design process by the Design Council in the UK. This study designed a TB management service for a local public medical institution using the service design method which identifies and resolves TB management-related problems based on experiences of medical personnel of TB facilities as well as of TB patients. To design a TB management service for the whole process from hospitalization to discharge and then to cooperation with local communities, a team was formed with 12 TB management-related personnel. The team went through the four phases of service design process: Discover, Define, Develop and Deliver. In addition, the TB management service based on customer experience was developed that included eight services related to processes from hospitalization to discharge and cooperation with local communities. According to the study results, a service design methodology was found to be considerably effective in developing a service program that takes into account an overall circumstance of various relevant personnel as well as patients. It is suggested that further studies use a service design methodology in developing various health management service programs in need of improvement of work efficiency among relevant personnel as well as providing the best satisfaction for customers by identifying hidden needs based on their experiences.

Effect of e-servicescape on Trust and Purchase Intentions (e-서비스스케이프가 신뢰와 구매의도에 미치는 영향)

  • Shin, Jin-Hee;Jeong, Yong-Gil
    • The Journal of the Korea Contents Association
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    • v.13 no.11
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    • pp.815-828
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    • 2013
  • Recently internet shopping malls provide newer and more varied goods and services to meet the demand of their customers. And as new companies enter the on-line shopping mall business, competition in this specific market is getting stiffer. Therefore, to keep a more sustained relationship with their customers, internet shopping malls need to satisfy their customers with their goods and services and to make them loyal customers. Unlike bricks-and-mortar stores in real life, This study also aims to propose an on-line physical environment model, and to develop the existing on-line research into a physical environment. The physical environment is measured on the four dimensions and 4 measurement units and the on-line physical environment, trust, and purchasing decisions are also explained. This study makes contributions as follows. First, online physical environments contain theoretical syntheses and operational definition. Second, this study finds that trust is an important part of an on-line transaction. Third, this study provides an insight into some of the factors preceding purchasing decisions. Lastly, this study finds that the consumer's comprehension of the on-line environment has a considerable influence on trust and purchasing decisions.

An Impact of Skin Care Service Quality on Perceived Reciprocity and Long-term Relationship Orientation (피부미용 서비스품질이 호혜성지각·장기적 관계지향에 미치는 영향)

  • Jeong, In-Sun;Hwang, Mi-Seo;Park, Jeong-Yeon
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.3
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    • pp.411-419
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    • 2020
  • With the increasing number of skin care shops, service quality development that can meet the customer needs is needed to obtain differentiated competitive advantage. Accordingly this study was attempted to provide basic data on marketing necessary for operating a skin care shop by identifying the impact of service quality on perceived reciprocity and long-term relationship orientation among the customers using a skin care shop. This study conducted a survey of 290 female customers using skin care shops located in Seoul and Gyeonggi province, Jeollanamdo and Jeollabukdo, and Gyeongsangnamdo and Gyeongsangbukdo through personal visit, e-mail, and post service, and the collected data were analyzed with SPSS Ver. 18.0 and Amos Ver. 18.0. As a result, it was proven that overall goodness-of-fit to the theoretical model of the research hypotheses set in this study is good. In Hypothesis 1, "Skin care specialist's work ability, facility and sanitation, and care products had a significant positive (+) impact on perceived reciprocity," which was partially adopted. In Hypothesis 2, "Skin care specialist's work ability, care products, and devices and tools had a significant positive (+) impact on long-term relationship orientation," which was adopted. In Hypothesis 3, "Perceived reciprocity had a significant positive (+) impact on long-term relationship orientation," which was adopted. Therefore, it can be concluded that skin care specialist's work ability, facility and sanitation, care products, and devices and tools are the service quality elements for allowing customers to feel thankful or encouraging them to visit the skin care shops continuously.

Marketing Strategy of Cheo-um-cheo-rum (세계 최초 알칼리수 소주, <처음처럼> - 웰빙 소주를 통한 시장 분할 -)

  • Park, Heungsoo;Kim, Donghoon;Lee, Dong-Jin
    • Asia Marketing Journal
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    • v.9 no.3
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    • pp.209-232
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    • 2007
  • 두산은 2001년에 <산> 소주 제품으로 소주시장에 진입하였지만, 2002년도에 6.7%였던 <산> 소주의 시장 점유율이 2004년도 들어서서 5.4% 로 하락하였고, 선호도 역시 매우 낮은 수준으로 조사되어, 원인분석과 함께 새로운 소주에 대한 개발 필요성이 대두되었다. 당시 두산은 시장 선도 브랜드인 <참이슬>의 충성 고객층은 감소하면서 비호감 고객층이 증가하는 등 소주에 대한 고객의 욕구가 변화하고 있다는 시장조사 결과에서 성공의 기회를 엿볼 수 있었다. 그리고 1인당 알코올 소비량은 감소하였으나 소주의 소비량은 연간 70병으로 일정한 소비를 나타나고 있었기 때문에, 소주시장의 매력도는 아직 충분히 존재한다고 판단하였다. 그리하여 두산이 목표로 삼을 표적시장 선정을 위한 시장조사를 대대적으로 시작하였는데, 소주 음용 조사에서 30~40대의 남성들은 소비량이 감소하는 반면 여성들의 소주 소비량은 전 연령대에 걸쳐 증가하는 것으로 나타났다. 여기에서 두산은 새로운 소주시장에 대한 신제품 개발의 기회를 발견하고, 신제품 개발 프로젝트에 착수하게 되었다. 이를 위해 먼저 소주 트렌드의 변화와 소비자들의 라이프 스타일을 살펴보고, 이를 통해 '웰빙'을 신제품의 주요가치로 결정하게 된다. 이후 시장 세분화 조사를 통해 다량음용자(heavy user)가 많은 품질 중시 시장과 도수 및 숙취 중시 시장에 진입하기로 한다. 그 다음 소주에 대한 소비자들의 불만족 요인이 무엇인지 살펴보고 이를 해결하기 위한 대안들을 탐색한다. 그 결과 '목 넘김이 부드럽고, 몸의 산성화를 중화시키며, 숙취 해소'에 뛰어난 '알칼리수'를 신제품의 주원료로 사용한 <처음처럼>을 개발하게 된다. 소주의 주요 속성별 선호도 조사를 실시한 결과, 모든 속성에서 <처음처럼>이 경쟁사 제품보다 뛰어난 것으로 나타나 두산은 <처음처럼>을 시장에 출시하게 되었다. <처음처럼>은 24~35세를 목표 고객으로 설정하고, 유흥업소가 밀집한 중심상권을 집중적으로 공략하였다. 이를 위해 저가 정책을 실시하여 유통업체의 마진을 높였으며, 다양한 광고, 촉진 전략을 통해서 소비자 인지도를 향상시켰다. 그 결과 수도권 및 전국 지역에서 지속적으로 시장점유율이 증가하였으며, 소비자들에게 <참이슬>과 차별화된 이미지를 구축하게 되었다. <처음처럼>이 성공적으로 시장에 진입할 수 있었던 이유로는 알칼리수 사용, 감성적 브랜드명 채택, 차별화된 마케팅 전략 구사, 그리고 조직원의 강력한 성공 의지 등을 들 수 있다. 소주 시장의 독보적 존재였던 <참이슬>과의 경쟁에서 이루어진 결과라는 점에서 <처음처럼>의 사례는 많은 기업들에게 시사점을 제공할 수 있다. 하지만 현재 '대중성'이나 '친근감'같은 이미지가 <참이슬>에 비해 상대적으로 낮고, <참이슬 fresh>의 출시로 인해 목표 고객인 20대가 이탈되는 문제는 앞으로 <처음처럼>이 극복해야 할 과제이다. 이를 위해 <처음처럼>은 무엇보다 '웰빙 소주'로서의 이미지를 확고히 하기 위한 마케팅 전략을 실행하여야 할 것이다.

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