온라인 전자상거래의 발전과 코로나19 팬데믹시대에 라스트마일 배송의 수요가 증가하고 있다. 하지만 물류비용 측면에서는 비효율성이 높은 구간으로 수익성을 확보하기 위한 기술 혁신이...
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https://www.riss.kr/link?id=A107891014
2021
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라스트마일배송 ; 토픽 모델링 ; 머신러닝 ; 잠재디리클레 할당 ; last-mile delivery ; topic modeling ; machine learning ; LDA
320
KCI등재
학술저널
57-63(7쪽)
0
0
상세조회0
다운로드국문 초록 (Abstract)
온라인 전자상거래의 발전과 코로나19 팬데믹시대에 라스트마일 배송의 수요가 증가하고 있다. 하지만 물류비용 측면에서는 비효율성이 높은 구간으로 수익성을 확보하기 위한 기술 혁신이...
온라인 전자상거래의 발전과 코로나19 팬데믹시대에 라스트마일 배송의 수요가 증가하고 있다. 하지만 물류비용 측면에서는 비효율성이 높은 구간으로 수익성을 확보하기 위한 기술 혁신이나 다양한 전략이 요구된다. 따라서 본 연구에서는 토픽 모델링 기법을 적용하여 라스트마일 배송 관련 연구의 핵심 논제를 분석하여 새로운 시사점을 제공하고자 하였다. 연구 결과의 시사점은 다음과 같다. 첫째, 단어의 빈도 분석을 통해 라스트마일 배송은 고객, 시간, 비용이 중요한 키워드임을 확인하였다. 둘째, 단어의 유사도 분석을 통해 라스트마일 배송에서 특히 배송의 유연성이 중요하다는 것을 확인하였다. 셋째, LDA(Latent Dirichlet Allocation) 분석을 통해 다섯 가지 연구 논제, 디지털화(digitalziaton), 도심 물류(urban logistics), 풀필먼트(fullfillment), 노선 최적화(route optimization), 서비스 혁신(service innovation)으로 분류하였다. 넷째, IDM(Intertopic Distance Map) 분석을 통해 디지털화와 노선 최적화, 풀필먼트와 서비스 혁신이 각각 서로 인접하여 논제의 유사성이 있음을 확인하였다. 기존의 연구가 키워드나 초록 중심으로 이루어졌으나 본 연구는 논문의 본문을 포함하여 더 많은 텍스트 정보를 제공하여 새로운 통찰력을 제공하고 기존문헌을 보완하는측면에서 학술적 기여가 있을 것으로 기대된다.
다국어 초록 (Multilingual Abstract)
With the development of online e-commerce and the COVID-19 pandemic, the demand for last-mile delivery is increasing. However, the last-mile delivery is known as a section with high inefficiency in terms of logistics cost so that it requires technolog...
With the development of online e-commerce and the COVID-19 pandemic, the demand for last-mile delivery is increasing. However, the last-mile delivery is known as a section with high inefficiency in terms of logistics cost so that it requires technological innovation or various strategies to secure profitability. Therefore, in this study, the topic modeling technique was applied to analyze the key topics of the last mile delivery related research and to provide new implications. The implications of the study results are as follows. First, through word frequency analysis, customers, time, and cost were important keywords for last mile delivery. Second, through word similarity analysis, delivery flexibility was particularly important in last-mile delivery. Third, through LDA (Latent Dirichlet Allocation) analysis, it was classified into five research topics such as digitaliziaton, fulfillment, service innovation, route optimization, and urban logistics. Fourth, through IDM (Intertopic Distance Map) analysis, digitization and route optimization were adjacent to each other, and similarly fulfillment and service innovation were adjacent to each other. This confirmed that the topics were similar respectively. Although existing studies have focused on keywords or abstracts, this study provides more textual information by including the body of the research paper so that it can provide new insights and academic contributions in terms of supplementing existing literature.
목차 (Table of Contents)
참고문헌 (Reference)
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2 Lim, S. F. W. T, "Wal-mart’s Omni-channel Synergy" 30-37, 2017
3 Pan, S., "Using Customr-related Data to Enhance E-grocery Home Delivery" 117 (117): 1917-1933, 2017
4 Jacobs, T., "Topic Models Meet Discourse Analysis : a Quantitative Tool for a Qualitative Approach" 22 (22): 469-485, 2019
5 Eickhoff, M., "Topic Modelling Methodology: Its Use in Information Systems and Other Managerial Disciplines" 1327-1347, 2017
6 Hannigan, T. R., "Topic Modeling in Management Research : Rendering New Theory from Textual Data" 13 (13): 586-632, 2019
7 Lee, H. L., "Technological Disruption and Innovation in Last-mile Delivery" Stanford Value Chain Innovation Initiative, Graduate School of Stanford Business 2016
8 Owen, S. H., "Strategic Facility Location : a Review" 111 : 423-447, 1998
9 Asmussen, C. B., "Smart literature Review : A Practical Topic Modelling Approach to Do Exploratory Literature Review" 6 (6): 1-18, 2019
10 Browne, M., "Reducing Social and Environmental Impacts of Urban Freight Transport : A Review of Some Major Cities" 39 : 19-33, 2012
1 남춘호, "일기자료 연구에서 토픽모델링 기법의 활용가능성 검토" 비교문화연구소 22 (22): 89-135, 2016
2 Lim, S. F. W. T, "Wal-mart’s Omni-channel Synergy" 30-37, 2017
3 Pan, S., "Using Customr-related Data to Enhance E-grocery Home Delivery" 117 (117): 1917-1933, 2017
4 Jacobs, T., "Topic Models Meet Discourse Analysis : a Quantitative Tool for a Qualitative Approach" 22 (22): 469-485, 2019
5 Eickhoff, M., "Topic Modelling Methodology: Its Use in Information Systems and Other Managerial Disciplines" 1327-1347, 2017
6 Hannigan, T. R., "Topic Modeling in Management Research : Rendering New Theory from Textual Data" 13 (13): 586-632, 2019
7 Lee, H. L., "Technological Disruption and Innovation in Last-mile Delivery" Stanford Value Chain Innovation Initiative, Graduate School of Stanford Business 2016
8 Owen, S. H., "Strategic Facility Location : a Review" 111 : 423-447, 1998
9 Asmussen, C. B., "Smart literature Review : A Practical Topic Modelling Approach to Do Exploratory Literature Review" 6 (6): 1-18, 2019
10 Browne, M., "Reducing Social and Environmental Impacts of Urban Freight Transport : A Review of Some Major Cities" 39 : 19-33, 2012
11 Taniguchi, E., "Recent Trends and Innovations in Modelling City Logistics" 125 : 4-14, 2014
12 Istiqomah1, S., "Recent Developments in City Logistics Research: a Literature Review" 1-11, 2020
13 Onal, S., "Product Flows and Decision Models in Internet Fulfillment Warehouse" 29 : 791-802, 2018
14 Francis, R. L., "Location Analysis" 12 : 220-252, 1983
15 Blei, D. M., "Latent Dirichlet Allocation" 3 : 993-1022, 2003
16 Hubner, A. H., "Last Mile Fulfillment and Distribution in Omni-channel Grocery Retailing a Strategic Planning framework" 44 (44): 228-247, 2016
17 Mangiaracina, R., "Innovative Solutions to Increase Last-mile Delivery Efficiency in B2C E-commerce : a Literature Review" 49 : 901-920, 2019
18 Hubner, A. H., "From Bricks-and-mortar to Bricks and Clicks : Logistics Networks in Omni-channel Grocery Retailing" 48 (48): 415-438, 2018
19 Griffiths, T. L., "Finding Scientific Topics" 5228-5235, 2004
20 Roder, M., "Exploring the Space of Topic Coherence Measures" 399-408, 2015
21 Mikolov, T., "Efficient Estimation of Word Representations in Vector Space" 2013
22 Scora, G, "Eco-friendly Navigation System Development for Heavy-duty Trucks" 2013
23 Thirumalai, S., "Customer Satisfaction with Order Fulfillment in Retail Supply Chains : Implications of Product Type in Electronic B2C Transactions" 23 : 291-303, 2005
24 Lim, S. F. W, "Consumer-driven E-commerce : a Literature Review, Design Framework, and Research Agenda on Last-mile Logistics Models" 48 : 308-332, 2018
25 Janjevic, M., "Characterizing Urban Last-mile Distribution Strategies in Mature and Emerging E-commerce Markets" 133 : 164-196, 2020
26 Gevaers R, "Characteristics and Typology of Last-mile Logistics from an Innovation Perspective in an Urban Context. Chapter 3" Edward Elgar Publishing 56-71, 2011
27 Born, J., "Analysing Microblogs of Middle and High School Students" 15-28, 2014
28 Brandeau, M. L., "An Overview of Representative Problems in Location Research" 35 (35): 645-674, 1989
29 Mollenkopf, D. A., "A Transformative Supply Chain Response to Covid-19" 32 : 190-202, 2020
30 Hu, W., "A Scientometrics Review on City Logistics Literature : Research Trends, Advanced Theory and Practice" 11 (11): 2724-, 2019
31 Şahin, G., "A Review of Hierarchical Facility Location Models" 34 (34): 2310-2331, 2007
32 Suzuki, Y., "A New Truck-routing Approach for Reducing Fuel Consumption and Pollutants Emission" 16 : 73-77, 2011
33 Toyoglu, H., "A New Formulation Approach for Location-routing Problems" 12 (12): 635-659, 2012
34 Hinojosa, Y., "A Multi-period Two-echelon Multi-commodity Capacitated Plant Location Problem" 123 : 271-291, 2000
35 Van Loon, P., "A Comparative Analysis of Carbon Emissions from Online Retailing of Fast Moving Consumer Goods" 106 : 478-486, 2015
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기업의 사회적 책임 만족도가 역할 갈등, 직무만족도 그리고 이직의도에 미치는 영향
온·오프라인 멀티채널 선택행동 : 제품유형과 지각된 위험의 조절효과
기업 위기(무능력 vs. 비도덕)와 제품 평가 : 프라이밍 효과를 중심으로
학술지 이력
연월일 | 이력구분 | 이력상세 | 등재구분 |
---|---|---|---|
2022 | 평가예정 | 재인증평가 신청대상 (재인증) | |
2019-01-01 | 평가 | 등재학술지 유지 (계속평가) | |
2016-01-01 | 평가 | 등재학술지 선정 (계속평가) | |
2015-12-01 | 평가 | 등재후보로 하락 (기타) | |
2012-08-14 | 학술지명변경 | 외국어명 : Journal of Commodity Science & Technology -> Journal of Product Research | |
2011-01-01 | 평가 | 등재학술지 유지 (등재유지) | |
2008-01-01 | 평가 | 등재학술지 선정 (등재후보2차) | |
2007-01-01 | 평가 | 등재후보 1차 PASS (등재후보1차) | |
2006-06-19 | 학술지명변경 | 외국어명 : Journal of Commodity Science -> Journal of Commodity Science & Technology | |
2006-01-01 | 평가 | 등재후보학술지 유지 (등재후보1차) | |
2004-07-01 | 평가 | 등재후보학술지 선정 (신규평가) |
학술지 인용정보
기준연도 | WOS-KCI 통합IF(2년) | KCIF(2년) | KCIF(3년) |
---|---|---|---|
2016 | 0.52 | 0.52 | 0.53 |
KCIF(4년) | KCIF(5년) | 중심성지수(3년) | 즉시성지수 |
0.6 | 0.63 | 0.788 | 0.2 |