• Title/Summary/Keyword: CRM시스템모델

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Customer Relationship Management Techniques Based on Dynamic Customer Analysis Utilizing Data Mining (데이터마이닝을 활용한 동적인 고객분석에 따른 고객관계관리 기법)

  • 하성호;이재신
    • Journal of Intelligence and Information Systems
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    • v.9 no.3
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    • pp.23-47
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    • 2003
  • Traditional studies for customer relationship management (CRM) generally focus on static CRM in a specific time frame. The static CRM and customer behavior knowledge derived could help marketers to redirect marketing resources fur profit gain at that given point in time. However, as time goes, the static knowledge becomes obsolete. Therefore, application of CRM to an online retailer should be done dynamically in time. Customer-based analysis should observe the past purchase behavior of customers to understand their current and likely future purchase patterns in consumer markets, and to divide a market into distinct subsets of customers, any of which may conceivably be selected as a market target to be reached with a distinct marketing mix. Though the concept of buying-behavior-based CRM was advanced several decades ago, virtually little application of the dynamic CRM has been reported to date. In this paper, we propose a dynamic CRM model utilizing data mining and a Monitoring Agent System (MAS) to extract longitudinal knowledge from the customer data and to analyze customer behavior patterns over time for the Internet retailer. The proposed model includes an extensive analysis about a customer career path that observes behaviors of segment shifts of each customer: prediction of customer careers, identification of dominant career paths that most customers show and their managerial implications, and about the evolution of customer segments over time. furthermore, we show that dynamic CRM could be useful for solving several managerial problems which any retailers may face.

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An Integration technique of mutual complementation to eCRM and eSCM for Electronic Commerce (전자상거래를 위한 eCRM과 eSCM의 상호 보완적 통합기법)

  • Seo, Soon-Mo;Lee, Jong-Ho;Yoon, Seok-Hwan
    • Annual Conference of KIPS
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    • 2002.04a
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    • pp.493-496
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    • 2002
  • 전자상거래에 대한 많은 관심으로 이제는 전자상거래를 통한 다양한 분야에 대한 시도도 매우 활발하게 이루어지고 있는 실정이다. 뿐만 아니라 정부와 공공기관에서도 전자상거래에 대한 다양한 지원 노력이 이루어져 그야말로 전자상거래의 신시대라 할 수 있다. 그러나 아직 많은 기업들과 단체에서는 전자상거래에 대한 도입을 주저하고 있다. 불확실한 수익구조와 미진한 기술 개발 그리고 인력 때문이다. 본 논문에서는 이러한 문제점을 해결하기 위한 수단 중 하나로서 고객관계관리(eCRM)와 공급사슬관리(eSCM)의 상호보완적 구성기법과 모델에 관하여 다루고 있으며 통합시스템을 구축하기 위한 절차와 최적의 통합시스템을 통한 비즈니스의 부가가치를 극대화하는데 목적이 있다.

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A Study of a Keyword Extraction System Design with a differentiated Service for Customer (고객 서비스 차별화를 위한 키워드 추출 시스템 설계에 관한 연구)

  • Lee, Hyun-Chang;Choi, Hyun-Seok;Shin, Sung-Yoon;Lee, Yang-Won
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2010.10a
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    • pp.638-640
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    • 2010
  • The business of companies has become more fierce due to the age of limitless competition. In addition, to improve the service satisfaction of their customers, they have continued their efforts. The researches about making their efforts get profits have done. As a result, CRM(customer relationship management) which is appropriate to analysis, evaluate and draw one of solutions to satisfy customers is received attention. Therefore, in this material we consider a architecture for keyword extraction system which is a kind of necessary technology for e-business model to provide a differentiated service. And then we could get the know-how of customer acquisition and maintenance.

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A Design of ATP Model Related eCRM (eCRM을 연계한 ATP 모델 구현에 관한 연구)

  • Yang Kwang-Mo;Park Jae-Hyun;Kang Kyong-Sik
    • Proceedings of the Society of Korea Industrial and System Engineering Conference
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    • 2002.05a
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    • pp.485-490
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    • 2002
  • Demands of customers are being changed and varied. And in this circumstance, it become a main issue of management that the company should produce and sell products according to the customer demands. With these trends, each company has been concentrating effects on generalization of product development technique and distinction of service for customer. To fulfill these demands of customer, they need a concept of eCRM(Web based Customer Relationship Management), and go from soiling products and services, or gathering customer requests, up to the phase of solving customer's problem by real time or previous action. With the help of internet, the frequency and speed of the problem solving has improved greatly. In the Supply chain, The ATP(Available to Promise) function doesn't only give customers to conformation of delivery. It can be used by the core function with ATP rule that can reconcile supplies and demands on the supply chain. Therefore We can be acquire the conformation about on the due date of supplier by using the ATP function of management about real and concurrent access on the supply chain, also decide the affect about product availability due to forecasting or customer's orders through the ATP. In this paper, It consolidates the necessity on a ATP and analyzes data which is concerned of ATP. Under the these environments, defines the ATP rule that can improve the customer value and data flow related the eCRM and builds on a algorithm.

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Development of Efficient Address Cleaning System for CRM (CRM 위한 효율적인 주소 정제 시스템 개발)

  • Park, Gyu-Jin;Song, Won-Mun;Kim, Eun-Ju;Kim, Myeong-Won;Han, Young-Jin;Rim, Young-Gun
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06c
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    • pp.313-318
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    • 2007
  • 최근 기업들은 인터넷, 이벤트 등의 다양한 매체를 통해 방대한 양의 고객 주소 데이터를 수집하고 있다. 이렇게 수집된 고객 주소 데이터는 DM발송 등을 통한 마케팅 및 캠페인에 활용함으로써 서비스의 질을 향상시키고, 고객의 충성도를 높인다. 그러나 사용자가 입력한 주소의 일부는 띄어쓰기가 정확하지 않은 주소, 정보가 누락된 주소, 오타가 있는 주소, 구주소 등의 입력으로 주소의 표준 형태를 갖지 않거나 일관성이 없다. 또한 2007년 4월부터 부분시행예정인 신주소 체계를 위해 기존의 주소를 적절히 변환해야만 한다. 본 논문에서는 부정확하거나 불완전한 주소를 표준 형태의 정확한 주소로 변경하는 효율적인 주소 정제 시스템을 제안하고 개발한다. 본 시스템은 먼저 입력 주소의 유니코드 분석을 통한 한글 입력 오류 교정과 해쉬테이블을 이용한 건물명의 표준 형태 변환을 수행한다. 이 과정이 완료된 주소들은 주소 트리 모델 구축을 통해 띄어쓰기가 부정확한 주소의 처리, 역주소테이블(inverted address table)을 이용한 누락 주소의 처리(enrichment), 구주소에 대한 트리 모델을 생성한 신주소 변환 처리 등의 프로세스를 통해 정제하게 된다. 실험을 위해 오타와 띄어쓰기, 누락된 정보가 있는 주소를 생성하여 타 정제 시스템과 성능을 비교하였다. 생성된 데이터를 비교한 결과 기존 주소 정제 시스템의 오류율 7.5% 보다 제안된 방법으로 개발된 본 시스템의 오류율이 0.45%로 낮음을 확인하였다.

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An Analysis of Recommendation Rate for Collaborative Filtering Algorithm based-on Demographic Information (인구통계학적 특성에 따른 협동적필터링 알고리즘의 추천 효율 분석)

  • 황성희;김영지;이미희;우용태
    • Proceedings of the Korea Database Society Conference
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    • 2001.06a
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    • pp.362-368
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    • 2001
  • 본 논문에서는 고객의 특성을 고려한 최적의 추천시스템을 개발하기 위하여 기존의 인구통계학적 특성에 따른 협동적필터링 기법의 추천 효율을 비교 분석하였다. 비디오에 대한 사용자 평가 값과 예측 값간의 추천 효율에 대한 비교실험을 통하여 상품에 대한 단순한 선호도만을 고려한 기존의 협동적필터링 방법에 의한 추천시스템의 문제점을 개선하여 추천된 상품이나 콘텐츠에 대한 개인별 추천 효율을 향상시키기 위한 모델을 제시하였다. 본 연구 결과를 이용하여 인터넷 비즈니스 분야에서 활발하게 도입되고 있는 eCRM 시스템에서 가장 중요한 요소인 고객들의 인구통계학적인 다양한 특성을 고려한 협동적필터링 기반의 추천시스템을 개발할 수 있으리라 기대한다.

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A Simulation Study of IT Diffusion by Using System Dynamics (시스템 다이내믹스를 활용한 정보 기술 수용에 대한 동태적 모형 개발 - 휴대 전화 사용을 중심으로 -)

  • Han, Sang-Jun;Lee, Sang-Gun
    • CRM연구
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    • v.1 no.1
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    • pp.49-69
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    • 2006
  • Previous studies, Technology Acceptance Model (TAM) and Post Acceptance Model (PAM) have a little limitation in time series analysis. To solve this limitation, we used system dynamics as research methodology and designed simulation model based on TAM and PAM. Moreover, we designed new simulation model which can analyize time series data in customers' demand change from initial acceptance to post acceptance. This study targeted domestic mobile phone market. The simulation results showed that diffusion graph was similar to real data. That means we validated our simulation model. Since the simulation model offers the graph of customer's demand change by time, so it can be useful as a leaning tool. Therefore, we think this study helps IT companies use the model for forecasting of market demand.

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An Analysis on Enterprise Competitive Advantage Determination Factors to Effect Enterprise Results for Each SaaS Business Model: focusing on Group-Wares, POS-System, CRM and ERP (SaaS 비즈니스 모델별 서비스 기업 경쟁력 결정 요인분석: 그룹웨어, POS 시스템, CRM 및 ERP를 중심으로)

  • Kim, Shin-Pyo;Lee, Choon-Yeul
    • Journal of Digital Convergence
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    • v.6 no.2
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    • pp.65-76
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    • 2008
  • Recently, software distribution method, along with advent of era of Web 2.0, is rapidly evolving from ASP(Application Service Provider) method into SaaS(Soft as a Service) method due to development in concepts and technologies including SOA(Service Oriented Architecture) Web Service, On Demand and Component. Determining factor in market competitiveness of newly emerging SaaS business model will be analyzed by focusing on Group-Wares, POS(Point of Sale) System, CRM(Customer Relationship Management) and ERP(Enterprise Resource Planning), which are the most representative SaaS business models in Korea. It is anticipated that the outcome of analysis of determining factors for market competitiveness for each of the main SaaS Business Models acquired through questionnaire survey can be utilized as important benchmarking material in setting the direction of cultivating SaaS market by the government as well as new entries into SaaS market.

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A study on the CRM strategy for medium and small industry of distribution (중소유통업체의 CRM 도입방안에 관한 연구)

  • Kim, Gi-Pyoung
    • Journal of Distribution Science
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    • v.8 no.3
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    • pp.37-47
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    • 2010
  • CRM refers to the operating activities that always maintain and promote good relationship with customers to ultimately maximize the company's profits by understanding the value of customers to meet their demands, establishing a strategy which may maximize the Life Time Value and successfully operating the business by integrating the customer management processes. In our country, many big businesses are introducing CRM initiatively to use it in marketing strategy however, most medium and small sized companies do not understand CRM clearly or they feel difficult to introduce it due to huge investment needed. This study is intended to present CRM promotion strategy and activities plan fit for the medium and small sized companies by analyzing the success factors of the leading companies those have already executed CRM by surveying the precedents to make the distributors out of the industries have close relation with consumers to overcome their weakness in scale and strengthen their competitiveness in such a rapidly changing and fiercely competing market. There are 5 stages to build CRM such as the recognition of the needs of CRM establishment, the establishment of CRM integrated database, the establishment of customer analysis and marketing strategy through data mining, the practical use of customer analysis through data mining and the implementation of response analysis and close loop process. Through the case study of leading companies, CRM is needed in types of businesses where the companies constantly contact their customers. To meet their needs, they assertively analyze their customer information. Through this, they develop their own CRM programs personalized for their customers to provide high quality service products. For customers helping them make profits, the VIP marketing strategy is conducted to keep the customers from breaking their relationships with the companies. Through continuous management, CRM should be executed. In other words, through customer segmentation, the profitability for the customers should be maximized. The maximization of the profitability for the customers is the key to CRM. These are the success factors of the CRM of the distributors in Korea. Firstly, the top management's will power for CS management is needed. Secondly, the culture across the company should be made to respect the customers. Thirdly, specialized customer management and CRM workers should be trained. Fourthly, CRM behaviors should be developed for the whole staff members. Fifthly, CRM should be carried out through systematic cooperation between related departments. To make use of the case study for CRM, the company should understand the customer and establish customer management programs to set the optimal CRM strategy and continuously pursue it according to a long-term plan. For this, according to collected information and customer data, customers should be segmented and the responsive customer system should be designed according to the differentiated strategy according to the class of the customers. In terms of the future CRM, integrated CRM is essential where the customer information gathers together in one place. As the degree of customers' expectation increases a lot, the effective way to meet the customers' expectation should be pursued. As the IT technology improved rapidly, RFID (Radio Frequency Identification) appears. On a real-time basis, information about products and customers is obtained massively in a very short time. A strategy for successful CRM promotion should be improving the organizations in charge of contacting customers, re-planning the customer management processes and establishing the integrated system with the marketing strategy to keep good relation with the customers according to a long-term plan and a proper method suitable to the market conditions and run a company-wide program. In addition, a CRM program should be continuously improved and complemented to meet the company's characteristics. Especially, a strategy for successful CRM for the medium and small sized distributors should be as follows. First, they should change their existing recognition in CRM and keep in-depth care for the customers. Second, they should benchmark the techniques of CRM from the leading companies and find out success points to use. Third, they should seek some methods best suited for their particular conditions by achieving the ideas combining their own strong points with marketing. Fourth, a CRM model should be developed that will promote relationship with individual customers just like the precedents of small sized businesses in Switzerland through small but noticeable events.

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The Effect of CRM Factors in Supply Chain Management of Fashion Apparel Company (패션기업의 SCM환경에서 관계구축에 영향을 미치는 CRM요인)

  • Son, Jin Ah
    • The Journal of the Convergence on Culture Technology
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    • v.3 no.4
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    • pp.137-144
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    • 2017
  • The purpose of this study is to examine the effectiveness of Customer Relationship Management (CRM) factors in the Supply Chain Management (SCM) context focusing on ashion apparel company. Especially, this study reveals whether a long term relationship is beneficial for all businesses regardless of negotiation power leverage. To this end, the mixed research methods that combined qualitative and quantitative approaches were conducted. The findings of this study are as follows: First, the research model which is CRMs for interactive relationship building were developed. Second, cause-and-effect relationships in the proposed model were partially supported depending on CRMs. The most effective CRMs offered are a guarantee of sales and a special discount. Customized products and quality, convenience, competitive pricing, and development of a product/system/service were effective to ultimately increase a switching cost.