• 제목/요약/키워드: data innovation

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Exploration of Optimal Product Innovation Strategy Using Decision Tree Analysis: A Data-mining Approach

  • Cho, Insu
    • STI Policy Review
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    • 제8권2호
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    • pp.75-93
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    • 2017
  • Recently, global competition in the manufacturing sector is driving firms in the manufacturing sector to conduct product innovation projects to maintain their competitive edge. The key points of product innovation projects are 1) what the purpose of the project is and 2) what expected results in the target market can be achieved by implementing the innovation. Therefore, this study focuses on the performance of innovation projects with a business viewpoint. In this respect, this study proposes the "achievement rate" of product innovation projects as a measurement of project performance. Then, this study finds the best strategies from various innovation activities to optimize the achievement rate of product innovation projects. There are three major innovation activities for the projects, including three types of R&D activities: Internal, joint and external R&D, and five types of non-R&D activities - acquisition of machines, equipment and software, purchasing external knowledge, job education and training, market research and design. This study applies decision tree modeling, a kind of data-mining methodology, to explore effective innovation activities. This study employs the data from the 'Korean Innovation Survey (KIS) 2014: Manufacturing Sector.' The KIS 2014 gathered information about innovation activities in the manufacturing sector over three years (2011-2013). This study gives some practical implication for managing the activities. First, innovation activities that increased the achievement rate of product diversification projects included a combination of market research, new product design, and job training. Second, our results show that a combination of internal R&D, job training and training, and market research increases the project achievement most for the replacement of outdated products. Third, new market creation or extension of market share indicates that launching replacement products and continuously upgrading products are most important.

The Effect of Technical Innovation on Producer Services Industry Development in China: Evidence from Fujian Province

  • LIAO, Chang Sheng
    • The Journal of Asian Finance, Economics and Business
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    • 제9권3호
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    • pp.355-364
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    • 2022
  • The effect of technological innovation on the high-quality development of the producer services industry depends on whether or not technical innovation efficiency plays a key role. This study looks at the impact of technological innovation and financial technology (fintech) on the development of high-quality producer services in Fujian Province from 2010 to 2019. The efficiency of technological innovation is measured using Data Envelopment Analysis (DEA) and the Malmquist productivity index. The mean overall innovation efficiency score is 0.639, meaning that Fujian accounts for 36.1% of resource utilization inefficiencies and that there are significant differences in technological innovation efficiency between cities. The findings show that high-quality producer services industries benefited from innovation efficiency, but that the influence of technological innovation efficiency is insignificant. This demonstrates that financial innovation has not been able to completely enhance the development level of the producer services industry. This may be due to the unreasonable output structure of technological innovation and the low industrial transformation rate of technological achievements. This study advocates that the R&D fund allocation structure be optimized. That technological innovation can improve the high-quality development of the producer services industry is a consensus within the academic community.

Green Supply Chain Integration and Technology Innovation Performance in SMEs: A Case Study in Indonesia

  • EFFENDI, Mohamad Irhas;WIDJANARKO, Hendro;SUGANDINI, Dyah
    • The Journal of Asian Finance, Economics and Business
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    • 제8권4호
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    • pp.909-916
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    • 2021
  • The purpose of the research to analyze SMEs' technological innovation performance in the Special Region of Yogyakarta based on green supply chains. This study's technology innovation performance is influenced by environmental management practices, green supply chain integration, and supply chain knowledge-sharing. This research is important because many SMEs are underdeveloped in terms of technology innovation performance. Technology innovation performance shows that innovation has a multi-dimensional ecological performance in organizations. Therefore, SMEs' sustainable supply chain could be achieved by managing operations, support, and information by focusing on environmental and social issues to maximize the entire chain. This study used primary data. The number of respondents in this study was 200 SMEs that have implemented green supply chain management practices. The data collection method used was a questionnaire. The data analysis technique tool used is a two-step approach to SEM-AMOS. The results of this study indicate that SMEs are willing to implement a green supply chain to increase their performance. The technological innovation performance model of this study is acceptable. The findings of this research suggest that companies must be encouraged to maintain and increase the implementation of green supply chain integration and better supply chain knowledge-sharing with improved technological innovation performance enhancements.

사회혁신분야에서 근거이론 기반 질적연구와 빅데이터 분석을 활용한 디자인 씽킹 방법론 (Design Thinking Methodology for Social Innovation using Big Data and Qualitative Research)

  • 박상혁;오승희;박순화
    • 벤처창업연구
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    • 제13권4호
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    • pp.169-181
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    • 2018
  • 지속적으로 심화되고 있는 글로벌 경쟁 환경 하에서 많은 기업들은 공유가치 창출 (CSV, Creating Shared Value)을 통해 사회혁신 분야에서 새로운 사업 기회를 모색하고 있다. 사회혁신을 추구함에 있어 해결하고자 하는 문제를 명확히 도출하고, 문제의 원인을 파악하는 것이 사회혁신의 핵심 출발점이다. 수많은 문제해결 방법론 중에 최근 다양한 분야에서 가장 많은 관심을 받는 것은 디자인 씽킹 (Design Thinking)이다. 디자인 씽킹은 인간의 필요에 공감하고 대중도 인식하지 못하는 잠재적 욕구를 발굴하여 해결하는 창의적 문제해결 방법론으로 비즈니스 혁신도구로도 사용되지만 사회 문제를 해결하는 사회혁신을 위한 도구로서 활발히 이용되고 있다. 그러나 디자인 씽킹 프로젝트를 수행하는 많은 주체들이 겪는 어려움 중의 하나가 관찰 데이터의 효율적 분석이 어렵다는 것이다. 오프라인 방식으로만 데이터를 분석할 경우 대량의 데이터를 처리하는데 시간이 오래 걸리며, 비정형데이터의 경우 처리가 어려워 관찰을 통해 어렵게 수집한 데이터로부터 문제점을 발견하는데 어려움을 호소한다. 이에 본 연구는 디자인 씽킹 프로세스의 한계점을 보완하고자 사회혁신을 위한 디자인 씽킹 프로젝트의 관찰단계에서 수집한 데이터 분석이 보다 과학적으로 이루어질 수 있도록 질적 자료 분석과 양적 자료 분석 방법을 균형 있게 사용하는 통합방법론을 제시하고자 한다.

특허 데이터를 활용한 정보통신 산업혁신체제의 역동성 분석

  • 김진용;정재용
    • 기술혁신연구
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    • 제11권2호
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    • pp.283-314
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    • 2003
  • The transformation of sector system in Information and Communications Technology (ICT), a prominent character in sector system, has been paid much attention in innovation theory with rapid change in information technologies and technological environment. In this context, we explore how Sectoral Innovation System (SIS) in ICT has been transformed since 1970 by employing US patent data and Proxy variables which measures the basic elements for SIS and its technological characteristics. By utilizing patent data, it is demonstrated that technological regimes, key links and Schumpeterian patterns of innovation in overall ICT sector have drastically transformed over the last three decades. We also reviewed how changes of knowledge bases and technological characteristics driving forces of dynamics in ICT help heterogeneous agents interact with environmental factors (Industrial structure and institutions), leading to industrial or economic growth and its dynamics in the historical perspective over ICT sector (Telecommunication, Computer and Semiconductor). Consequently, our research shows clearly that Schumpeterian patterns of innovation have shifted from Mark I to Mark II in ICT. Our study also provides a glimpse picture of dynamics patent data.

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기술혁신활동이 경영효율성에 미치는 영향 : Inverted U Shaped 모형 (The Impact of Technology Innovation Activity on Managerial Efficiency: An Inverted U shaped Model)

  • 하귀룡;최석봉
    • 품질경영학회지
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    • 제46권3호
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    • pp.551-568
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    • 2018
  • Purpose: This study addressed the relationship between technological innovation activity and management efficiency of Korean automobile firms. We tested the hypothesis of non-liner relationship of innovation activity in relation to management efficiency. Methods: We discussed prior literature in the firm innovation strategy and management efficiency studies to provide better understanding of relationships between technological innovation activity and management efficiency. As a result, we developed develop and tested a model (Inverted-U shaped) capturing the non-linear impact of technological innovation activity. While we used R&D expenditure and patent registration data for measuring firms' innovation activity, management efficiency was evaluated by using DEA(Data Envelopment Analysis). Results: Main findings of our empirical analysis indicated that the relationships between technological innovation activity and management efficiency was inverted U shaped. This implied that the relationship between technological innovation and management efficiency is inverted U-shaped non-linear, with management efficiency increasing up to a point, beyond which higher levels of R&D and patent registration activities led to a decrease in management efficiency. Conclusion: This study empirically assessed the inconclusive findings of previous research in the area of effects of innovation activities in relation to firm performance. The paper also provided theoretical and practical implications for firms who explore efficient strategy to promote the management performance through technological innovation activities. Future research directions with the limitation of the study was discussed.

개방형 혁신과 흡수역량의 공진화 : 한국 중소기업의 혁신경로 관점 (Co-Evolution between Open Innovation and Absorptive Capacity in Korean SMEs)

  • 손동원
    • 경영과학
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    • 제29권3호
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    • pp.169-182
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    • 2012
  • This study examines the co-evolutionary process between open innovation and firms' absorptive capacity. The effects of open innovation can be maximized through the capacity to absorb the knowledge from the external sources such as universities, government-support research institute, and private R&D centers. This study used data of STEPI technology innovation survey conducted at 2002, 2005, and 2008 (3 points measures). The data were analyzed through a structural equation model. Results suggest that open innovation at t0 point influences positively the absorptive capacity at t1 point, which subsequently enhances the intention of open innovation at t2 point. This result suggests the existence of co-evolutionary process between open innovation and firms' absorptive capacity. When knowledge comes from universities, the co-evolution has sustained; whereas when knowledge comes from private firms' R&D centers, the co-evolution has not effected. Theoretical and practical implications are discussed.

Impact of Supply Chain Innovation and Risk Management Capabilities on Competitive Advantage at Steel Trading Companies in Vietnam

  • It Van NGUYEN
    • 유통과학연구
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    • 제21권5호
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    • pp.43-51
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    • 2023
  • Purpose: The current research investigates the beneficial impacts of supply chain innovation and risk management on the competitive advantage of organizations, based on the resource-based theory (RBT) framework. Research Design, Data, and Methodology: 14 survey items were included in the study's questionnaire, utilizing a random sampling technique to gather data from 239 leaders and managers employed by various steel trading firms in Vietnam. In order to validate the data and examine relationships, the collected data is analyzed using structural equation modeling, confirmatory factor analysis, and reliability analysis via SPSS 22.0 and AMOS 22.0 software. A fictitious system has been suggested. Results: According to the findings, the most positive influence on competitive advantage is supply chain innovation, followed by risk management capability, having the second greatest positive influence. Conclusions: Some conclusions are drawn based on the research's findings in order to assist managers in realizing the significance and necessity of giving attention to supply chain innovation and improving risk management capabilities, both of which are essential components for achieving the competitive advantage of an organization.

SHD Digital Cinema Distribution over a Fast Long-Distance Network

  • Takahiro Yamaguchi;Daisuke Shirai;Mitsuru Nomura;Kazuhiro Shirakawa;Tatsuya Fujii;Tetsuro Fujii;Kim, io-Oguchi
    • 방송공학회논문지
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    • 제9권2호
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    • pp.119-130
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    • 2004
  • We have developed a prototype super-high-definition (SHD) digital cinema distribution system that can store, transmit, and display eight-million-pixel motion pictures that have the image quality of a 35-mm film movie. The system contains a movie server, a real-time decoder, and an SHB projector. Using a Gigabit Ethernet link and TCP/IP, the server transmits JPEG2000 compressed motion picture data streams to the decoder at transmission speeds as high as 300 Mbps. The received data streams are decompressed by the decoder, and then projected onto a screen via the projector. By using an enlarged TCP window, multiple TCP streams, and a shaping function to control the data transmission quantity, we achieved real-time streaming of SHD movie data at about 300 Mbps between Chicago and Los Angeles, a distance of more than 3000 km. We also improved the decoder performance to show movies with Image qualities of 450 Mbps or higher. Since UDP is more suitable than TCP for fast long-distance streaming, we have developed an SHD digital cinema UDP relay system, in which UDP is used for transmission over a fast long-distance network. By using four pairs of server-side-proxy and decoder-side-proxy, 450-Mbps movie data streams could be transmitted.

기업의 사회적 책임(CSR) 활동이 혁신성과에 미치는 영향: 지식공유와 혁신행동의 직렬이중매개효과 (The Effect of Corporate Social Responsibility(CSR) Activities on Innovation Performance: The Sequential Mediation Effect of Knowledge Sharing and Innovation Behavior)

  • 뤼양;진춘화
    • 아태비즈니스연구
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    • 제14권2호
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    • pp.63-84
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    • 2023
  • Purpose - The purpose of this study is to examine the effect of CSR activities on innovation performance and to identify the mediating role of knowledge sharing and innovation behaviors between CSR activities and innovation performance. In addition, the purpose of this study is to verify the role of sequential mediating effect of knowledge sharing and innovation behavior between CSR activities and innovation performance. Design/methodology/approach - This study collected survey data from 293 organizational members working in Chinese companies. The exploratory factor analysis (EFA), confirmatory factor analysis (CFA), reliability analysis, correlation analysis and process macro were used in order to analyze the data. Findings - First, this study verified that CSR activities had a significant positive effect on knowledge sharing, innovation behavior, and innovation performance. Second, it was found that knowledge sharing had a significant positive effect on innovation behavior and innovation performance. Third, it was verified that innovation behavior had a significant positive effect on innovation performance. Fourth, knowledge sharing and innovation behavior had a sequential mediating effect in the relationship between CSR activities and innovation performance. Research implications or Originality - With the uncertainty of the environment and the intensification of competition among companies, more and more companies begin to pay attention to innovation. Different from existing studies, this study focuses on CSR activities, identifies the role of CSR activities, explores ways to guide innovation performance, and verifies the sequential mediating role of knowledge sharing and innovation behavior. Through this measure, the importance of knowledge sharing and innovative behavior among organizational members is emphasized, solutions to strengthen innovation are explored, and theoretical and practical implications are provided for companies.