• 제목/요약/키워드: Customer Learning Process

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AHP기법을 이용한 농식품 유통법인 경영진단지표 개발 (Development of Performance Indices for Agro-food Distribution Corporations Based on the AHP Method)

  • 김동환;현종기
    • 유통과학연구
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    • 제15권12호
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    • pp.95-102
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    • 2017
  • Purpose - This study aims to develop diagnostic indices for managerial performance of agro-food distribution corporations. In particular, weights of diagnostic indices were estimated using the AHP method. Management diagnosis on agro-food distribution corporations is expected to increase their competitiveness in the domestic market as well as in international markets. Research design, data, and methodology - It develops weights or importance of the diagnostic indices based upon the survey of 21 experts in food distribution management. The survey was carried out using e-mail. Management diagnostic indices were developed based upon four BSC(Balanced Scorecard) perspectives of finance, learning/growth/leadership, customer, and internal process/technology. Results - Diagnostic indices on financial perspective consist on profitability, productivity, growth, stability and activity. Learning and leadership perspective indices consist of management will, CEO leadership, level of learning, innovation, and level of management information system. Customer perspective indices are branding, customer and channel management and internal process/technology indices consist of fourteen sub-indices representing technologies, efficiency, and dynamics. It was estimated that the weight of financial perspective index was 0.3, internal process/technology perspective index 0.248, customer category index 0.247, and learning, growth and leadership perspective index 0.205. This study also estimates weights of sub-indices for managerial diagnosis by four different perspectives. Estimated weight of profitability (0.085) is the greatest among financial perspective indices, followed by stability (0.072), growth (0.053), productivity (0.051), and activity (0.038). While estimated weights of leadership, capability, and information indices are 0.100, 0.061, and 0.044 respectively, weights of marketing, customer management, and quality and service indices are 0.104, 0.093, and 0.051, respectively. Among internal process/technology perspective, estimated weights of efficiency, technology, and innovation indices are 0.106, 0.088, and 0.054, respectively. Conclusions - The diagnostic indices for managerial performance of agro-food distribution corporations would be utilized by agro-food distribution corporations themselves, extension service institutions, and consultants. It is also expected that central and local governments use diagnostic indices developed in this study for the purpose of evaluating the effects of governmental support programs for agro-food distribution corporations. Futhermore researchers and consultants would modify diagnostic indices developed in this study, reflecting characteristics and situation of types of agro-food distribution corporations.

Kano 모델과 Timko의 고객만족계수를 이용한 이러닝 만족 및 불만족 요인에 관한 연구 (A Study on the Factor of Satisfaction or Dissatisfaction of e-Learning Using Kano Model and Timko's Customer Satisfaction coefficients)

  • 배재홍;신호영
    • 한국융합학회논문지
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    • 제10권7호
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    • pp.325-333
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    • 2019
  • 본 연구는 Kano 모델과 Timko의 고객만족계수를 이용하여 이러닝 학습자인 대학생들의 만족 및 불만족에 영향을 미치는 요인을 알아보기 위해 경상북도에 소재한 Y대학의 대학생을 대상으로 실증조사를 실시하였다. 그 결과, 첫째 시 청각적으로 학습하기 편리하고 궁금한 사항에 대해 언제든지 질문이 가능하며 교수자가 관심을 가져줄 때 학생들은 높은 매력을 느끼는 것으로 나타났다. 둘째 성적과 과제에 대한 합리적인 기준과 정확한 평가는 당연히 충족해야하는 요소로 나타났다. 셋째 기초연구의 결과에서 언급한 대학생들이 이러닝을 이용하는 가장 큰 이유인 학습시간 및 학습공간의 편의성과 학습과정의 용이성은 더 이상 이러닝을 이용하는 매력적 요소로 작용하지 않는 것으로 나타났다. 본 연구의 결과는 이원적 인식방법으로 분류된 각 요인들의 전략적 활용방안과 이러닝 교육 개발에 있어 효과적인 방향을 제시할 수 있을 것으로 생각된다.

Hierarchical Attention Network를 활용한 주제에 따른 온라인 고객 리뷰 분석 모델 (Analysis of the Online Review Based on the Theme Using the Hierarchical Attention Network)

  • 장인호;박기연;이준기
    • 한국IT서비스학회지
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    • 제17권2호
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    • pp.165-177
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    • 2018
  • Recently, online commerces are becoming more common due to factors such as mobile technology development and smart device dissemination, and online review has a big influence on potential buyer's purchase decision. This study presents a set of analytical methodologies for understanding the meaning of customer reviews of products in online transaction. Using techniques currently developed in deep learning are implemented Hierarchical Attention Network for analyze meaning in online reviews. By using these techniques, we could solve time consuming pre-data analysis time problem and multiple topic problems. To this end, this study analyzes customer reviews of laptops sold in domestic online shopping malls. Our result successfully demonstrates over 90% classification accuracy. Therefore, this study classified the unstructured text data in the semantic analysis and confirmed the practical application possibility of the review analysis process.

유비쿼터스 환경에서 기업가정신과 기업역량이 기업성과에 미치는 영향에 관한 연구 - 중소기업을 중심으로 - (An Study on the Effects of Entrepreneurship and Company Competence on the Business Performances in Ubiquitous Environments - Focused on the Small and Medium Business -)

  • 박규영;허은경
    • 통상정보연구
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    • 제11권1호
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    • pp.239-264
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    • 2009
  • As the competitive market environment and industry circumstances become more and more competitive on a daily basis, it is not easy to find an opportunity to initiate small business, or increase performances of Small and Medium Business. The research findings are as follows. First, entrepreneurship(innovation, progressive, social responsibility) has significant effects on the market orientation. Second, company competence(individual resource, technology resource) has significant effects on the market orientation. Third, market orientation has significant effects on the non-financial performance(Internal process performance, learning & growth performance, customer performance). Finally, non-financial performance(Internal process performance, learning & growth performance, customer performance) has significant effects on the financial performance.

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이차원 고객충성도 세그먼트 기반의 고객이탈예측 방법론 (A Methodology of Customer Churn Prediction based on Two-Dimensional Loyalty Segmentation)

  • 김형수;홍승우
    • 지능정보연구
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    • 제26권4호
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    • pp.111-126
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    • 2020
  • CRM의 하위 연구 분야로 진행되었던 고객이탈예측은 최근 비즈니스 머신러닝 기술의 발전으로 인해 빅데이터 기반의 퍼포먼스 마케팅 주제로 더욱 그 중요도가 높아지고 있다. 그러나, 기존의 관련 연구는 예측 모형 자체의 성능을 개선시키는 것이 주요 목적이었으며, 전체적인 고객이탈예측 프로세스를 개선하고자 하는 연구는 상대적으로 부족했다. 본 연구는 성공적인 고객이탈관리가 모형 자체의 성능보다는 전체 프로세스의 개선을 통해 더 잘 이루어질 수 있다는 가정하에, 이차원 고객충성도 세그먼트 기반의 고객이탈예측 프로세스 (CCP/2DL: Customer Churn Prediction based on Two-Dimensional Loyalty segmentation)를 제안한다. CCP/2DL은 양방향, 즉 양적 및 질적 로열티 기반의 고객세분화를 시행하고, 고객세그먼트들을 이탈패턴에 따라 2차 그룹핑을 실시한 뒤, 이탈패턴 그룹별 이질적인 이탈예측 모형을 독립적으로 적용하는 일련의 이탈예측 프로세스이다. 제안한 이탈예측 프로세스의 상대적 우수성을 평가하기 위해 기존의 범용이탈예측 프로세스와 클러스터링 기반 이탈예측 프로세스와의 성능 비교를 수행하였다. 글로벌 NGO 단체인 A사의 협력으로 후원자 데이터를 활용한 분석과 검증을 수행했으며, 제안한 CCP/2DL의 성능이 다른 이탈예측 방법론보다 우수한 성능을 보이는 것으로 나타났다. 이러한 이탈예측 프로세스는 이탈예측에도 효과적일 뿐만 아니라, 다양한 고객통찰력을 확보하고, 관련된 다른 퍼포먼스 마케팅 활동을 수행할 수 있는 전략적 기반이 될 수 있다는 점에서 연구의 의의를 찾을 수 있다.

앙상블 학습을 이용한 DRAM 모듈 출하 품질보증 검사 불량 예측 (Fail Prediction of DRAM Module Outgoing Quality Assurance Inspection using Ensemble Learning Algorithm)

  • 김민석;백준걸
    • 산업공학
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    • 제25권2호
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    • pp.178-186
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    • 2012
  • The DRAM module is an important part of servers, workstations and personal computer. Its malfunction causes a lot of damage on customer system. Therefore, customers demand the highest quality products. The company applies DRAM module Outgoing Quality Assurance Inspection(OQA) to secures the highest quality. It is the key process to decides shipment of products through sample inspection method with customer oriented tests. High fraction of defectives entering to OQA causes inevitable high quality cost. This article proposes the application of ensemble learning to classify the lot status to minimize the ratio of wrong decision in OQA, observing a potential in reducing the wrong decision.

조직형 대리점마케팅에서 경영성과에 영향을 미치는 요인: BSC를 통한 중국 화장품 시장 사례연구 (Factors Affecting Performances in Organizational Dealer Marketing: A Case Study Using BSC in Chinese Cosmetics Market)

  • 안봉락;이새봄;서영호
    • 품질경영학회지
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    • 제46권1호
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    • pp.153-168
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    • 2018
  • Purpose: The balanced scorecard (BSC) has been adopted to evaluate factors affecting performances in organizational dealer marketing in Chinese cosmetics market. Four performance measures in BSC: learning & growth, internal business processes, customer performance, and financial performance are employed in our empirical study. Methods: We conducted surveys of dealers in a Chinese cosmetics company and used total 463 samples for analysis. Confirmatory factor analysis and structural equation model analysis were employed using AMOS 20.0. Results: This study found that internal business process had a positive relation with customer performance and learning and growth. Also, customer performance and learning & growth positively affected financial performances. Conclusion: This study has some academic and practical contributions in that the revised BSC model reflects the special aspects of Chinese cosmetics market and it can be used as a guide for companies in the Chinese cosmetics market to understand which factors are affecting performances.

A Study on the Measurement of ERP Implementation Performance by BSC Model : Focused on the Causal Relationships among Performance Indicators

  • Jung, Chul-Ho;Chung, Young-Soo
    • Journal of Information Technology Applications and Management
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    • 제20권3호
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    • pp.143-167
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    • 2013
  • The main propose of this research is to examine the performances in ERP introduced enterprises by utilizing BSC model proposed by Kaplan and Norton [1992], to realize this goals, a theoretical review on ERP, BSC, and other related issues is performed in advance, accordingly, research model was generated. In conceptual model analysis, we focused on casual relationships among four performance measurement indicators after introduction of ERP proposed by Kaplan and Norton [2000]. To test the model, structural equation modeling is employed to analyze data collected from 164 enterprises which have introduced ERP for more than 1 year. Survey respondents were confined within the representatives of each enterprise's ERP. Hypotheses proposed in our research are tested by covariance structure model, results are listed as follow : First, learning and growth performance is significant factors for improving both internal process performance and customer performance; second, process performance has a positive impact on customer performance third, despite that customer performance is positively related to financial performance, no direct relationship is found between internal process performance and financial performance, an indirect relationship is built through intermediate medium of customer performance. Based upon these results, we discuss implications at the latter part of paper. Meanwhile, we also provide research limitations, and future research in the final section.

Evaluating Performance of Vietnamese Public Hospitals Based on Balanced Scorecard

  • PHAM, Cuong Duc;VU, Sen Thi;PHAM, Yen Thi Kim;VU, Nam Thi
    • The Journal of Asian Finance, Economics and Business
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    • 제7권6호
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    • pp.339-349
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    • 2020
  • The study evaluates the performance of public hospitals in Vietnam by applying the Balanced Scorecard (BSC). The authors first review the literature to find the research gap of performance in public hospitals. Then, we built Likert questionnaires to collect data from more than 200 managers of public hospitals in the Northwestern provinces of Vietnam. The research uses correlation regression to evaluate the performance based on the influence of factors in the BSC model, including Strategic planning, Internal process, Finance, Mission, Customer, and Employee learning and growth. The results show that the performance of public hospitals in the research sample is influenced by the factors in the BSC model in descending order based on the regression coefficient as follows: Internal process, Finance, Mission, Strategic planning, Customer, Employee learning and growth. Based on the quantitative research findings, we continue by conducting some deep interviews with specialty to propose intensive recommendations about how to implement Mission, Internal process, Financial policies, etc. to managers in public hospitals with an aim to improve the performance of public hospitals in the Northwestern mountainous region of Vietnam. The lessons could be applied for other public hospitals in Vietnam and other jurisdictions that have similar conditions.

An Exploratory Study on the Balanced Scorecard Model of Social Enterprise

  • Lee, Yoeng-Taak;Moon, Jae-Young
    • International Journal of Quality Innovation
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    • 제9권2호
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    • pp.11-30
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    • 2008
  • The purpose of this study is to develop BSC model of social enterprise. Performance analysis tool of BSC have been brought over from the business world, designed and created from the perspectives of profit-based businesses. The BSC is a strategic performance measurement and management tool designed for the private sector acting as a communication/information and learning system, to measure 'where we are now' and 'where to aim for next'. It prescribes a plan for translating 'vision' and 'strategy' into concrete action across four perspectives at different stages, depending on the business. These perspectives are 'financial', 'customer', 'internal processes' and 'learning and growth', each of which is connected by cause-and-effect relationships that reflect the firm's strategy. Social aims of social enterprise are to accomplish desired outcomes which are to employ vulnerable people and to provide social services. The measurement factors of financial perspective are stable funding, efficiency of budgeting, stakeholders' financial supports, and trade profit. The measurement factors of customer perspective are government, social service users, employees, local communities, sup plier, social activity company, and partnership with external organizations. The measurement factors of internal process perspective are organizational culture, organizational structure/management, internal/external communication, quality of products and services, information sharing. The measurement factors of learning and growth perspective are training and development, management participation, knowledge sharing, leadership of CEO and manager, and learning culture.