• 제목/요약/키워드: Platform for Impact Analysis

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뉴스기사 빅데이터의 키워드분석을 활용한 창업 트렌드 분석:2013~2022 (Analysis entrepreneurship trends using keyword analysis of news article Big Data :2013~2022)

  • 김재억;전병훈
    • Journal of Platform Technology
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    • 제11권3호
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    • pp.83-97
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    • 2023
  • 본 연구는 시멘틱 네트워크 분석을 통해 방대한 뉴스 기사를 분석하여 창업 트렌드를 파악하고자 하였다. 한국언론진흥재단에서 제공하는 빅카인즈 기사 분석 서비스를 이용해 2013년 1월부터 2022년 12월까지 19개 신문사의 뉴스 기사 330,628건을 종합적으로 분석하였다. 이 연구는 사회적 환경과 글로벌 경제 트렌드가 창업에 미치는 영향을 고려하여 최근 10년 동안 주요 이슈의 변화를 탐구하는 데 중점을 두었다. 또한 코로나-19 팬데믹 전후의 뉴스 기사 수와 이슈 변화를 비교하여 빈도 분석, 관계 분석, 연관어 분석을 통해 창업 트렌드를 시각화 하여 제시하였다. 연구 결과, 창업 연관어의 상위 키워드는 창업의 활성화, 사업화 등이고, 코로나-19와 창업 키워드 간의 상관관계는 선형적인 의미에서 거의 무시할 수 있는 수준이었으나, 팬데믹 기간동안 뉴스 기사 수는 감소하여 영향을 미치는 것으로 나타났다. 특히 가장 많이 언급된 키워드는 중소벤처기업부, 장소는 미국, 인물은 한정화. 기관은 중소벤처기업부로 나타났으며 창업분야는 어떤 분야보다 사회적 이슈에 다각적인 영향을 받고,시기적 접근 빈도가 증가하는 중요한 특징이 나타났다. 본 연구결과는 창업 관련 이슈 및 사건에 대한 이해와 탐구에 필수적인 기초자료를 제공하여 향후 해당 분야 연구주제를 제안할 연구로서의 의미가 있다.

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Wind spectral characteristics on fatigue responses of towerbase and moorings of a floating offshore wind turbine

  • Udoh, Ikpoto E.;Zou, Jun
    • Ocean Systems Engineering
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    • 제9권2호
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    • pp.191-218
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    • 2019
  • The tower-platform interface and mooring system of floating offshore wind turbines (FOWTs) are some of the most critical components with significant influences on overall project costs. In addition to satisfying strength requirements, it is typical and vital to meet fatigue criteria for a service life of 25 years or more. Wind spectra characteristics considered in analysis can penalize fatigue designs, leading to unnecessary costs. The International Electrotechnical Commission (IEC, 2009) recommends the use of site-specific wind data (spectrum, turbulence intensity, etc.) in design of FOWTs, but for offshore sites it is often the case that such data is unavailable and land-based data are used as surrogates in design. For such scenarios, it is worth investigating whether such alternative approach is suitable and accurate, and understanding the consequence of the selection of wind spectral characteristics on fatigue design. This paper addresses the impact of the subsequent selection on fatigue responses of towerbase and mooring system in a FOWT, as a sequel to the paper by Udoh and Zou (2018) which focused on impacts on strength design. The 5 MW semi-submersible FOWT platform with six mooring lines implemented in the preceding study is applied in analysis. Results indicate significant variations in resulting fatigue life with considered wind parameters. Thus, it is critical to apply proper wind spectra characteristics for analysis and design of FOWTs to avoid unnecessary conservatism and costs. Based on the findings of this study, more explicit guidance on the application of turbulence intensities for IEC-recommended models in offshore sites could lead to more accurate load estimates in design of FOWTs.

디지털 플랫폼 참여 소상공인의 흡수역량이 시장 반응성에 미치는 영향에 대한 연구: 대리 학습과 경험적 학습의 조절 효과 분석 (Impact of Small Business Entrepreneurs' Absorptive Capacity of Participating in Digital Platform on Market Response: The Moderating Effect of Vicarious Learning and Experiential Learning)

  • 김주희;김영신
    • 벤처창업연구
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    • 제17권6호
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    • pp.115-125
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    • 2022
  • 디지털 경제가 새로운 비즈니스 질서를 구축하고 새로운 가치 창출 수단으로 떠오르면서, 디지털 플랫폼에 참여하는 소상공인도 점차 증가하고 있다. 본 연구는 디지털 플랫폼에 참여하는 소상공인이 플랫폼 내에서 이루어지는 학습을 통해 시장 환경에 적절히 대응하고 성장에 필요한 전략 수립 및 실행하는 데에 도움을 받고 있는지 확인하고자 하는 목적을 가진다. 이를 위하여 본 연구는 이커머스 플랫폼을 이용하는 소상공인의 흡수능력이 시장 반응성에 미치는 영향과 플랫폼 내의 두 가지 학습의 유형인 대리 학습과 경험적 학습의 조절 효과에 대해 살펴보고자 하였다. 설문조사를 통해 가설을 검증한 결과, 디지털 플랫폼을 이용하는 소상공인의 흡수역량이 이들의 시장 반응성에 긍정적인 영향을 미치는 것으로 나타났다. 또한 조절효과 분석 결과, 플랫폼 내에서의 대리 학습이 흡수역량과 시장 반응성 간의 관계를 강화하는 것을 알 수 있었다. 이는 소상공인이 대리학습을 통해 얻는 간접적인 학습을 통해 시장 불확실성에 대비할 수 있을 뿐 아니라 시장니즈에 부합하는 제품과 서비스를 제공할 수 있는 전략을 수립할 수 있다는 점을 시사한다. 한편, 경험적 학습의 효과는 시장 반응성을 낮추는 것으로 나타났는데, 이는 이전 사업 경험이 오히려 환경에 대한 주의력을 저하시킬 수 있음을 의미한다. 이에 대한 연구의 의의와 시사점을 제시하였다.

기술 변화의 영향을 고려한 비즈니스모델 혁신 분석 틀 (Analytical Framework for the Impact of Technical Change on Business Model Innovation)

  • 임홍탁;한정원
    • 한국정보통신학회논문지
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    • 제23권2호
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    • pp.139-148
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    • 2019
  • 디지털 기술에 의한 다양한 비즈니스 모델 혁신은 기업 수준의 변화를 넘어서 시스템 혁신을 이르는 중요한 현상으로 주목받고 있으나 기술의 역할에 대한 이론적 연구는 드물다, 본 연구는 비즈니스의 기본 임무를 바탕으로 구분한 핵심기술 개념, 그리고 디지털 기술에 의한 가치 창출에 대한 이론과 사례 검토를 토대로 비즈니스 모델혁신에 끼치는 기술변화의 영향을 살펴보았다. 기술, 특히 디지털 기술은 효과성과 효율성의 향상이라는 새로운 가치 창출을 동력으로 문제해결형 모델, 생산형 모델, 네트워크형 모델들의 전환, 확장, 분리 및 플랫폼화를 통해 비즈니스 모델혁신에 영향을 준다.

YouTube 내의 치과 관련 한국어 컨텐츠 현황 분석 및 활용 방안 (Analysis of the dentistry-related contents uploaded on YouTube Korea)

  • 조재현;권혁준;정서연;허경석;정일영;서정택
    • 대한치과의사협회지
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    • 제57권12호
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    • pp.728-735
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    • 2019
  • Objective: Previous studies suggested the potential influence of YouTube videos regarding dentistry on the mass population. However, there was not any clear investigation for Korean population. We aimed to systemically analyze the type of the dentistry-related videos uploaded on YouTube Korea and the accounts used for uploading, and to assess their effect on the view count of the content. Methods: Classification, type of the accounts, and view count of the videos listed by the keyword 'dentistry' were analyzed, which were uploaded on YouTube Korea platform from September 2017 to April 2019. Kruskal-Wallis test with post hoc analysis was used to assess the effect of the classification of the videos and the type of accounts on the view count. Results: 1.026 videos were enrolled to the analysis. Primary classification of the videos was information/education, advertisement, life, news, child contents, autonomous sensory meridian response, broadcast, cartoon/game, humor, and music. Secondary classification of the videos was dental experience, advertisement, role-playing, information/education., humor, cartoon/game, child contents, life, and broadcast. Type of the accounts was dentistry associates, general public, media company, and government office (sorted by frequency). Subject of the most videos (93.6%) was general public. There was statistically significance in the view count of the videos according to the primary and secondary classifications, the account used for uploading, and target subject of the videos. Conclusion: Dentists and their associates should recognize the importance of YouTube platform and try to monitor and intervene the dentistry-related contents, considering its huge impact on the general public.

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자율주행시대에 통근시간 만족도에 영향을 미치는 요인분석 (Analysis of Factors Affecting Satisfaction with Commuting Time in the Era of Autonomous Driving)

  • 장재민;천승훈;이숭봉
    • 한국ITS학회 논문지
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    • 제20권5호
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    • pp.172-185
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    • 2021
  • 자율주행시대가 우리 삶에 다가오면서 삶의 변화에 많은 영향을 미칠 것으로 예상된다. 자율주행자동차가 등장하면 운전자의 부담을 줄임으로 차내에서 생산적 가치가 확장되는 만큼 이를 평가할 수 있는 지표개발이 필요하다. 이번 연구는 경기도 직장인 중 승용차를 이용하는 통근자를 대상으로 자율주행 자동차가 통근시간 및 통근시간 만족도에 어떠한 영향을 미치는지 분석하였다. 통근시간 및 통근시간 만족도는 비선형 관계(V)가 도출되었다. 여기서, 자율주행시대에 영향받을 가능성이 높은 비선형 구간인 통근시간 70분 이상영역을 중심으로 이항로지스틱 모형을 통해 분석하였다. 분석결과 자율주행시대의 영향변수로는 건강도, 수면시간, 근무시간, 여가시간 등이 도출되었다. 자율주행자동차의 등장은 이러한 변수를 개선시킬 가능성이 높으므로 장거리 통근자의 통근시간 만족도는 개선될 가능성이 높다.

A Study on Collavorative SCM for O2O Startups

  • KIM, Dong-Yun;KIM, Joon-Seok
    • 산경연구논집
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    • 제10권12호
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    • pp.43-55
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    • 2019
  • Purpose : With the proliferation of O2O platform services that combine offline and online services, many startups are fiercely competing to lead services in the O2O service market. While the prospects for growth in the O2O service market are optimistic because of the close convenience to life, startups can achieve corporate performance only through close cooperation and partnership with suppliers. The purpose of this study is to verify the effect of O2O-based startups' and suppliers' cooperation in supply chain management on SCM performance through supply chain partnerships and startup satisfaction with suppliers. Research design, data, methodology : Data were collected from O2O service-based startups and hypotheses were verified through frequency analysis, exploratory factor analysis, reliability analysis, confirmatory factor analysis, feasibility analysis, and structural equation path analysis. In addition, the mediating effects of supply chain partnerships and startup satisfaction on suppliers were verified. Results : As a result of this study, IT utilization of the O2O startup cooperation method affects the financial perspective of supply chain partnership and SCM performance. The contract implementation of the cooperation method had an impact on the financial and innovation growth perspectives of the SCM performance, and the communication of the cooperation method had an effect on the supply chain partnership, startup satisfaction in the supply chain, and the innovation growth perspective of the SCM performance. Supply chain partnerships had an impact on the financial, innovation growth, and customer perspectives of SCM performance and startup satisfaction within the supply chain had a significant effect on innovation growth and customer perspectives. Conclusions : The implications of this study identified the factors that can improve SCM performance through the cooperation method of O2O startup, supply chain partnership and startup satisfaction with suppliers, and it is significant that the causal relationship was identified by the structural model through the supply chain cooperation factors derived by characteristics. Based on the empirical results, as the services of O2O startups grow, it is expected that empirical research and practical activation of academia should be considered as important in the cooperation of the supply chain.

Identification of Demand Type Differences and Their Impact on Consumer Behavior: A Case Study Based on Smart Wearable Product Design

  • Jialei Ye;Xiaoyou He;Ziyang Liu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권4호
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    • pp.1101-1121
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    • 2024
  • Thorough understanding of user demands and formulation of product development strategies are crucial in product design, and can effectively stimulate consumer behavior. Scientific categorization and classification of demands contribute to accurate design development, design efficiency, and success rates. In recent years, e-commerce has become important consumption platforms for smart wearable products. However, there are few studies on product design and development among those related to promoting platform product services and sales. Meanwhile, design strategies focusing on real consumer needs are scarce among smart wearable product design studies. Therefore, an empirical consumer demand analysis method is proposed and design development strategies are formulated based on a categorized interpretation of demands. Using representative smart bracelets from wearable smart products as a case, this paper classifies consumer demands with three methods: big data semantic analysis, KANO model analysis, and satisfaction analysis. The results reveal that analysis methods proposed herein can effectively classify consumer demands and confirm that differences in consumer demand categories have varying impacts on consumer behavior. On this basis, corresponding design strategies are proposed based on four categories of consumer demands, aiming to make product design the leading factor and promote consumer behavior on e-commerce platforms. This research further enriches demand research on smart wearable products on e-commerce platforms, and optimizes products from a design perspective, thereby promoting consumption. In future research, different data analysis methods will be tried to compare and analyze changes in consumer demands and influencing factors, thus improving research on impact factors of product design in e-commerce.

O2O 플랫폼 품질이 자영업자의 디지털 전환에 미치는 영향: 배달앱을 중심으로 (Study on the Influencing Factors of Business Performance and Loyalty in O2O Industry: Focusing on the Food Delivery Apps)

  • 현대용;김선영;이병헌
    • 아태비즈니스연구
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    • 제15권1호
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    • pp.193-207
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    • 2024
  • Purpose - With the increase of non-face-to-face activities due to the spread of COVID-19, O2O industry has grown rapidly which reduces contact points between suppliers and consumers. O2O platform is now recognized as an indispensable channel of distribution, but the voice is getting louder that it is necessary to check how it contributes to the performance of suppliers or how its fee system or contract terms affects the expansion of O2O industry as the leading companies tend to monopolize the market. Design/methodology/approach - In this study, the scope was limited to the restaurant industry in which transactions are the most active among the O2O industry and a regression analysis was done on 775 businesses that had used guarantor service from the Seoul Credit Guarantee Foundation. Findings - Analysis on the impact of O2O platform system, information, and service quality on the business performance of the sole proprietors revealed that the system quality represented by ease of use and the information quality determined by level of timely, accurate and reliable information provided to the consumers have a statistically significant effect on the improvement of business performance. In addition, the effect of business performance on the loyalty measured by the likelihood of users continuing to use the service as well as recommending it to others was moderated by the satisfaction with contract terms, not by the fee system. Research implications or Originality - Although the number of O2O platform providers has increased manyfold, the membership rate is no more than 20%, which means that the small business owners are still struggling with digital transformation. In order for the O2O industry, which is now commonplace, to form a healthy ecosystem that satisfies both suppliers and consumers, the standard contract guidelines that are acceptable to both parties must be established and the O2O providers must offer services that help suppliers to improve performance.

The Dynamics of Social Media Marketing: Unraveling the Impact on Customer Purchase Intentions through Engagement and Trust

  • Liang QIAO;Pao Jui SUN
    • 유통과학연구
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    • 제22권3호
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    • pp.21-31
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    • 2024
  • Purpose: The primary aim of this study is to explore how social media marketing influences customer purchase intention, focusing on the roles of customer engagement and trust as mediators. Research Design, Data, and Methodology: The investigation utilized an online survey conducted in Chinese on the Questionnaire Star platform. It targeted male and female consumers aged 18 and above who purchase products online, yielding 1107 valid responses from across major Chinese cities. Results: Analysis reveals that social media marketing significantly affects customer purchase intention in a positive manner. It also enhances customer engagement and trust, which serve as crucial mediating variables linking social media marketing to purchase intention. The study found that engagement and trust facilitate brand identification and alignment, thereby directly boosting purchase intention. Conclusion: The findings offer essential insights for businesses aiming to improve their social media marketing impact on consumer behavior. It highlights the importance of fostering user engagement and trust, as well as creating a favorable brand image. These elements are key to influencing consumer purchase decisions within social media contexts. The study advises businesses to engage deeply with consumers and build trust, providing practical recommendations for navigating the evolving social media environment towards sustainable growth.