• Title/Summary/Keyword: 기술혁신 성과

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Forecasting Innovation Performance via Deep Learning Algorithm: A Case of Korean Manufacturing Industry (빅데이터 분석방법을 활용한 제조업 혁신성과예측 방법에 대한 연구 : 딥 러닝 알고리즘을 중심으로)

  • Hwang, Jeong-jae;Kim, Jae Young;Park, Jaemin
    • Proceedings of the Korea Technology Innovation Society Conference
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    • 2017.11a
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    • pp.499-510
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    • 2017
  • 기술혁신에는 본질적인 어려움이 따르는데, 이는 상당부분 기술이 지닌 불확실성에 기인한다. 따라서 혁신 추구의 어려움을 경감에는 혁신 예측 방법론이 큰 도움이 될 수 있다. 한편 최근 빅데이터와 인공지능에 큰 관심이 이어지며 특히 알파고의 알고리즘 중 하나인 딥 러닝이 뛰어난성능을 보이고 있다. 이에 본 연구는 혁신성과 예측에 있어 딥 러닝을 이용한 방법론을 접목하여 연구를 진행하였다.. 모델 구축 및 학습에 있어 KIS 2016 데이터를 이용하였으며, 투입 요인으로는 정보 원천의 사용도와 혁신 목적을 사용하였고 산출 요인으로는 혁신 성과 지표를 구성하여 사용하였다.

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Effect of Exploration and Exploitation Activities on Technology Innovation Capacity and Innovation Performance : Mediating Effect According to Absorption Capacity and Innovation Strength (탐험과 활용활동이 기술혁신역량과 혁신성과에 미치는 영향 : 흡수역량과 혁신강도에 따른 매개효과)

  • Park, Eun-Mi;Seo, Joung-Hae
    • Journal of Convergence for Information Technology
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    • v.11 no.8
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    • pp.73-83
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    • 2021
  • Due to the rapid development of technology compared to the past, it is becoming difficult for companies to survive in a fiercely competitive environment if they do not innovate. In order for a company to carry out innovative activities, it is very important to find new knowledge, digest it, and secure its own technological capabilities. In this study, the causal relationship between exploration and exploitation activities, technology innovation capacity, innovation performance(technical performance, product performance), absorptive capacity, and innovation performance was identified. As a result of the analysis, exploration and exploitation activities were found to affect technology innovation capacity, and technology innovation capacity, absorptive capacity, and innovation strength were found to affect innovation performance. In addition, it was found that absorptive capacity and innovation strength play a mediating role between technology innovation capacity and innovation performance. The results of this study are expected to be useful as guidelines when planning or carrying out innovation activities in companies.

Investigating the Effect of Technology on Service Innovation and Innovation Performance: Based on Korean Knowledge Intensive Business Service Firms (기술이 서비스 혁신과 기업 성과에 미치는 영향에 대한 연구: 국내 지식 서비스 기업을 중심으로)

  • Hyun-Sun Ryu
    • Information Systems Review
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    • v.18 no.4
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    • pp.43-67
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    • 2016
  • Although many studies have stressed the importance of technology in service innovation, the roles of technology in service innovation are at the center of debates in the service innovation literature. One major research stream regards technology as a trigger for other innovation based on resource advantage theory. Conversely, another major stream considers it as an enabler of other innovations based on complementary theory. The contradictory situation induces the necessity to better understand the role of technology in service innovation. Therefore, this study aims to identify the role of technology in service innovation. This study investigates the role of technology in service innovation based on a service innovation orientation framework. Four service innovation orientations (i.e., service creation, service delivery, customer interaction, and technology) are identified on the basis of Den Hertog's 4D model. This study proposes a research model that examines the indirect effect of technology orientation on innovation performance through the service creation and service delivery orientations, and the effect of technology orientation on firm performance as a moderator between customer interaction orientation and firm performance. Based on empirical data from 193 knowledge-intensive business service firms in Korea, we explain the role of technology in service innovation. The results indicate that technology orientation influences both service creation and service delivery orientations as an antecedent but customer interaction orientation as an enabler. The three service innovation orientations, which are directly and indirectly influenced by technology orientation, positively affect firm performance. The findings also show that the role of technology is different depending on the type of service innovation orientation in this study.

The Effect of SME CEO Types and Technology Innovation Capabilities on Business Performance and Mediating Effect of Innovation Performance (중소제조기업의 CEO유형과 기술혁신역량이 경영성과에 미치는 영향과 기술혁신성과의 매개효과에 관한 연구)

  • Lee, Rok;Jeon, Susung
    • The Journal of the Korea Contents Association
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    • v.22 no.3
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    • pp.331-342
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    • 2022
  • The business environment of today's small and medium-sized manufacturing enterprises (SMEs) has a tendency to shorten the product life cycle due to the rapid technological change. Therefore, in this study, an empirical study was conducted to understand the influence of CEO type and technological innovation capability on management performance through technological innovation performance as a medium. The subject of the study was a survey focusing on executive level and above of small and medium-sized manufacturing companies in the southeast region, and the research results are as follows. Overall, it was verified that the structural causal relationship between the technological innovation performance and the management performance of the CEO type and technological innovation capability of small and medium-sized manufacturing enterprises is a relationship that has a significant influence with mutual correlation. These results indicate that higher performance can be achieved when technological innovation performance is combined with the effect of technological innovation capability on management performance according to CEO type. In this way, SMEs are trying to present the need for various innovative activities to discover excellent technologies and acquire competence, and to suggest a development direction that requires efforts to improve the technological competitiveness of enterprises.

중소기업의 기술혁신역량과 수출금융제도가 수출성과에 미치는 영향에 관한 연구

  • Hong, Jeong-Gi;Heo, Cheol-Mu
    • 한국벤처창업학회:학술대회논문집
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    • 2020.06a
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    • pp.197-201
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    • 2020
  • 본 연구는 수출중소기업의 재직자를 대상으로 기술혁신역량과 수출금융제도가 수출성과에 미치는 영향 및 글로벌마케팅역량의 하위 변수인 글로벌확장성을 매개변수로 하여 기술혁신역량과 수출금융제도와 수출성과 간의 영향에 관하여 분석하였다. 독립변수는 기술역량의 하위변수인 연구개발역량, 기술축적역량으로 구분하였고, 수출금융제도를 사용하였다. 전국에 거주하는 수출중소기업의 재직자로부터 수집한 설문지 242부를 실증분석에 사용하였다. SPSS v22.0을 사용하여 3단계 매개모형을 기반으로 회기분석하였다. 분석결과 첫째, 기술혁신역량은 글로벌확장성에 정(+)의 유의한 영향을 미치는 것으로 나타났다. 둘째, 기술혁신역량은 수출 성과에 정(+)의 유의한 영향을 미치는 것으로 나타났다. 셋째, 수출금융제도는 글로벌확장성에 정(+)의 유의한 영향을 미치는 것으로 나타났다. 넷째, 수출금융제도는 수출성과에 유의한 영향을 미치지 않는 것으로 나타났다. 다섯째, 기술혁신역량이 수출성과에 미치는 영향에 있어서 매개효과는 유의한 것으로 나타났다. 여섯째, 수출금융제도가 수출성과에 미치는 영향에 있어서 매개효과는 유의한 것으로 나타났다.

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The Influence of Innovative SME CEO Types on Technology Innovation Capabilities and Innovation Performance (혁신형 중소기업의 CEO유형에 따른 기술혁신 역량이 기술혁신 성과에 미치는 영향)

  • Kim, Ji-Hun
    • The Journal of the Korea Contents Association
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    • v.19 no.12
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    • pp.215-228
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    • 2019
  • This study micro-analyzed the impact of innovation capabilities on innovation performance by type of CEO, with innovative SMEs being subject to research. In addition, the impact of CEO type on innovative capabilities and the impact of innovative capabilities on innovation performance were studied together. In order to achieve the research objective, we conducted an empirical analysis of 250 innovative small and medium-sized enterprises registered in the medium-term department as research targets and the results are as follows. First, the analysis of the impact of the type of CEO on the capacity of innovation shows that market-oriented, technology-driven and consultant-type CEOs have a significant impact on the amount of technology change reduction, but managed CEOs do not see any statistically significant differences in the amount of technology change reduction areas. Managed CEOs did not see statistically significant differences in the amount of technology change-sensitive areas. In addition, it was analyzed that the current type of CEO of small businesses does not affect the R&D technology digestion capacity of technological innovation capabilities. Second, the analysis of the relationship between innovation capabilities and innovation performance did not have a statistically significant effect. Third, the analysis of the adjustment effect between the type of CEO and the capacity of innovation according to the growth stage of small businesses shows that the technology and the consultant-type CEO affect the amount of the area of technology change, but the managed and market-type CEOs did not have the adjustment effect. Fourth, the analysis of the capacity of innovation and the effect of adjustment between innovation and innovation in the growth phase of innovative SMEs did not have a statistically significant effect.

Innovation Capabilities of ICT SMEs in the Open Innovation (ICT 중소기업의 혁신 역량: 개방형 혁신을 중심으로)

  • Taehyup Roh
    • Information Systems Review
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    • v.19 no.1
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    • pp.169-183
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    • 2017
  • As global competition is heating up and product life cycle has been rapidly shortened, each company pursues a variety of competitive technology innovations through different means of innovation. In this study, we assume that open innovation can be a shift motive of the technology innovation paradigm of small and medium enterprises (SMEs) being beyond the limitations of R&D within a company. We analyze the process and content of open innovation and performance. In addition, we identify the problems generated in the open innovation process and analyze the ways to strengthen open innovation. This study is based on the investigations into the technological competitiveness of local SMEs. The innovation ecosystem is analyzed from the perspective of product/service innovation, organizational innovation, and marketing innovation. Situational analysis is presented on the relationship between the innovation capabilities of information and communication technology SMEs and innovation performance.

The Impact of Technological Regulation on the Technological Innovation and Performance of Small and Medium Enterprises (SMEs): Evidence from a Survey Data of Korean SMEs (기술규제와 중소기업 성과의 관계 탐색: 기술혁신의 매개효과를 중심으로)

  • An, Seung-Gu;Kim, Gwon-Sik;Lee, Gwang-Hun
    • Journal of Regulation Studies
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    • v.27 no.1
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    • pp.63-91
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    • 2018
  • This paper attempts to explore the impact of technological regulation on technological innovation and performance of Small and Medium Enterprises(SMEs) by analysing a survey data of 286 Korean SMEs. The 3-step mediated regression analysis results reveal that the perceived regulatory burden is negatively associated with SMEs' R&D investment and innovation of product and process. Moreover, the level of regulatory burden may affect the objective and subjective performance of SMEs. The results suggest that regulatory policies for reducing regulatory burden need to be designed and implemented in order to enhance technological innovation and performance of SMEs.

A Study for the Innovativeness of Blockchain (블록체인 혁신성 연구)

  • Kim, Euiseok
    • The Journal of Society for e-Business Studies
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    • v.23 no.3
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    • pp.173-187
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    • 2018
  • After Satoshi Nakamoto published 'Bitcoin: A peer-to-peer electronic cash system' in 2008, Blockchain has been GPT (General Purpose Technologies) that affect the whole cycle of the $4^{th}$ Industrial Revolution. This study attempted to identify the innovativeness of Blockchain. Because of Blockchain's ambidextrous characteristics, Blockchain has two kinds of innovativeness, technological innovation by physical technology and social innovation by social technology. Thus, this study will be useful to increase understanding and establishing strategy for Blockchain.