• Title/Summary/Keyword: 공공기술 사업화

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Resolving CTGAN-based data imbalance for commercialization of public technology (공공기술 사업화를 위한 CTGAN 기반 데이터 불균형 해소)

  • Hwang, Chul-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.1
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    • pp.64-69
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    • 2022
  • Commercialization of public technology is the transfer of government-led scientific and technological innovation and R&D results to the private sector, and is recognized as a key achievement driving economic growth. Therefore, in order to activate technology transfer, various machine learning methods are being studied to identify success factors or to match public technology with high commercialization potential and demanding companies. However, public technology commercialization data is in the form of a table and has a problem that machine learning performance is not high because it is in an imbalanced state with a large difference in success-failure ratio. In this paper, we present a method of utilizing CTGAN to resolve imbalances in public technology data in tabular form. In addition, to verify the effectiveness of the proposed method, a comparative experiment with SMOTE, a statistical approach, was performed using actual public technology commercialization data. In many experimental cases, it was confirmed that CTGAN reliably predicts public technology commercialization success cases.

A Study on the Technology Commercialization Process and Performance of Public Research Institutes in Korea using the Structural Equation Model (구조방정식 모형을 이용한 공공연구기관의 기술사업화 프로세스와 성과분석)

  • Kim, Byung-Keun;Cho, Hyun-Jung;Og, Joo-Young
    • Journal of Korea Technology Innovation Society
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    • v.14 no.3
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    • pp.552-577
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    • 2011
  • We have analyzed technology transfer and commercialization process and factors affecting the outcomes of technology commercialization of public research institutes in Korea. A technology commercialization process model was presented as an input, intermediate outcomes/capabilities, output (outcome) structure using the structural equation model. Input variables include R&D input, technology commercialization strategy/support, collaboration, social capital. The model also includes R&D capabilities and technology commercialization performance as intermediate variable and output variable respectively. The technology commercialization performance was measured as the number of technology transfer and spin-off. We conducted survey and 88 institutes responded. Empirical results show that R&D input influence R&D capabilities and R&D capabilities influence the output of technology transfer and commercialization. Collaboration activities and social capital also appear to have a positive effect on the output. However, the effect of strategy and support on the output appear to be not statistically significant.

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An Exploratory Study on Factors Impacting the Public Technology Commercialization in Korean SMEs (우리나라 중소기업의 공공기술 사업화 영향요인에 관한 연구)

  • Park, Mun-Su;Chang, Daniel Soonwoo
    • International Commerce and Information Review
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    • v.18 no.3
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    • pp.275-306
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    • 2016
  • This paper investigates the success and failure factors of technology commercialization for SMEs developing public sector technologies. The 2014 Korea Technology Transfer Commercialization Status Report states that only 30% of the technologies that are transferred are being used and the rest are neglected. The objective of this paper is to determine the relationship between quantitative variables and the success rate of technology commercialization of 1,222 SMEs in Korea by using three analyzes (cross tabulation, process and logistic) methodologies to increase the success of public technology commercialization. The outcome shows that the number of successful technology deployment cases and the number of IPR registration cases have a positive impact on the success rate of public technology commercialization. The statistical outcome also verifies that unnecessary technology development, more attempts and failures of technology development, and longer lead time in the planning phase have a negative impact on the success rate of the public technology development and commercialization. For policy implications, the government should be selective in supporting public technology commercialization and development for SMEs as not all technology attempts exert positive effects.

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A Study on the Effect of Technology Readiness Level and Commercialization Activities on the Success of Technology Commercialization: Focusing on Public Technology (기술사업화 성공에 대한 기술성숙도 및 사업화 활동의 영향에 관한 연구: 공공기술을 중심으로)

  • Shin, Yoonmi;Bong, Kang Ho;Park, Jaemin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.6
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    • pp.197-206
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    • 2021
  • There is growing interest in the function and role of public research institutes as "entrepreneurial actors" that can contribute to industrial development by commercializing excellent research outputs. On the other hand, their performance in the commercialization phase is insufficient because of the insufficient technological technology readiness level or repeatability. This study conducted probit model analysis to examine the effect of the technology readiness level and commercialization activities on the success of technology commercialization. The results showed that the possibility of success in technology commercialization increased with increasing TRL at the time of acquisition. In addition, the difference between the TRL at the time of acquisition and the current TRL (TRL Gap) does not affect technology commercialization on its own. It generates additional effects in conjunction with the TRL at the time of acquisition. Finally, the results show that technology commercialization is most likely to succeed if technology with a TRL 4-6 level is improved to TRL 9 level through a marginal effect estimation.

A Study on the Corporations of Mud Official in Boryeong City Hall (보령시 머드사업소의 공공서비스 법인화 방향)

  • Pyeon, Yeong-Deok
    • Proceedings of the KAIS Fall Conference
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    • 2010.05b
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    • pp.945-948
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    • 2010
  • 본 연구는 보령시 머드사업소의 법인화를 위한 사전연구로서, 기업형태의 법인설립을 위한 논리적인 근거를 뒷받침하기 위하여 기존의 지식체계와 공공서비스의 경영방식 등을 검토해서 법인화를 위한 정책방향을 제시하는 데, 연구의 주목적을 두고 있다. 연구결과, 머드사업소가 서해안의 갯벌인 보령의 바다진흙을 이용하여 생산 공급하는 재화는 공공서비스이다. 따라서 머드사업소의 법인화 방향은 공공성(publicness)과 기업성(entrepreneurship), 지역성(locality)을 조화시키는 지방공기업이나 공익사업 형태로 접근하는 것이 바람직하다.

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A study on the Management of Technology Holding Company to technology commercialization in the Public Research Institutes (공공연구기관의 기술 사업화 촉진을 위한 기술지주회사 운영방안에 대한 연구)

  • Lee, Byung-Heon;Kim, Sun-Young
    • 한국벤처창업학회:학술대회논문집
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    • 2008.04a
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    • pp.115-142
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    • 2008
  • Although more interests are displayed concerning the business opportunities over the technologies developed in government-funded research centers or the universities, overall business performance does not meet the level of investment. As a consequence, it is hotly debated about stock investment for research enterprise and venture founded on the technologies of the government-funded research centers and the need and the required measures for the foundation of technology holding company that provides incubation service. This paper attempts to identify the critical success points in the foundation and the operation of technology holding company by observing the cases of overseas public research centers and to provide the future guide.

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A Study on Business Ecosystem Model for Technology Commercialization: Focused on Its Application to Public R&D Commercialization (기술사업화의 비즈니스 생태계 모형에 관한 연구: 공공 연구개발성과 사업화에의 적용을 중심으로)

  • Park, Wung;Park, Ho-Young
    • Journal of Korea Technology Innovation Society
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    • v.17 no.4
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    • pp.786-819
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    • 2014
  • Emphasizing the importance of R&D as a source of open innovation, Korean government is developing various programs focused on technology commercialization and is expanding investment on it. In spite of those efforts, technology commercialization is not vitalized yet due to the lack of demand for technology transfer, R&D planning scheme without considering market, immaturity of technology market, and so on. This study aims to suggest the business ecosystem model so that technology commercialization could be facilitated based on business ecosystem perspective. We set the framework for modeling a business ecosystem through reviewing the previous works, and draw several problems to be solved regarding public R&D commercialization in Korea from the perspective of ecosystem. Considering those, this research proposes the business ecosystem model for public R&D commercialization as a reference model for describing, discussing, and developing the technology commercialization strategy. The proposed model consists of 4 domains as follows: R&D, technology market, information distribution channels, and customers. The business ecosystem model shows that technology commercialization could be facilitated to create the market value through close relationship and organic cooperation among its members that form the ecosystem. Public research institutes as a keystone player could control the fate of the ecosystem. In this regard, this paper suggests roles of public research institutes for evolving the business ecosystem.

기술사업화 정책 동향 및 촉진 전략

  • Park, Ho-Yeong;Park, Ung
    • Information and Communications Magazine
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    • v.34 no.1
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    • pp.16-24
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    • 2016
  • 기술사업화는 R&D의 결과물인 기술에 내재된 잠재가치를 실현하는 과정이다. 따라서 R&D기획부터 기술개발, 기술이전, 상용화에 이르는 기술성장의 전 과정을 포괄하며, 각 과정은 다양한 경제주체들의 참여와 이들 간의 상호작용으로 이루어진다. 본고에서는 먼저 기술사업화의 개념과 중요성을 살펴보고, 이어 본론에서 R&D성과의 기술이전 사업화 촉진과 관련한 정책 동향과 현황, 기술사업화 과정 및 유형, 그리고 공공연구기관에서 개발한 기술이 사업화 되는 주요 경로인 기술이전과 기술창업 등에 대해 살펴본다. 아울러 공공R&D 성과의 사업화와 관련하여 그 중요성이 부각되고 있는 중소기업 지원 이슈를 소개하고 기술사업화 활성화 및 성공을 위한 전제조건으로서 필요한 몇 가지 제언을 제시한다.

The Impact of Licensed-technologies on the Financial Performance of Licensee Firms: Evidence from Public Technology in Korea (기술수요자 관점의 공공기술사업화 추진성과에 관한 연구)

  • Seo, Il-won
    • Journal of Korea Technology Innovation Society
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    • v.20 no.3
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    • pp.664-683
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    • 2017
  • The technology transfers from public institutions have positioned themselves as knowledge conduits for stimulating firms' capabilities under 'catching-up' economy paradigm. While this view is still relevant, the policy for public technology needs to be extended to a more marketoriented way. This study explores how public technology affects the financial performance of demanding companies by comparing the revenues and profits of 'technology commercialised group (TC)' and 'in-house research group (InR)'. The estimation results by hierarchy regression suggest that the size and the patents of TC firms have a more influential impact than InR group, although the ratio of maintaining research staff was reported an inverse relation. The contribution to the operating profit seems to be indifferent between the groups. The positive impact of public technology over the firm's performance is highly related to the technology commercialisation capability, signalling that the aim of technology transfer needs to gear toward the enhancement of commercialising capabilities rather than the promotion of technology transactions.

Development of Technology and Enterprise Assessment Model for Commercialization of Public Technology (공공기술의 사업화를 위한 기술수준 및 기업역량 평가모델 개발)

  • Kim, Taeil;Song, Joo-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.5
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    • pp.153-163
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    • 2016
  • Intellectual output, such as research papers and patents, has increased due to the consistent investment of the government R&D budget, however, the economical outcome leaves much to be desired. These unsatisfactory results originate from the lack of information sharing about the technology's business compatibility and enterprise's business capability between technology supplier and technology user. This study aims at investigating the decision making process of technology commercialization by proposing an assessment model of the technology's business compatibility and enterprise's business capability. The assessment model was completed by selecting the key index through a literature survey, field survey and consultation with experts. The technology assessment model can be effectively utilized for technology licensing, technology start-up and technology selection in R&BD projects. However, the assessment indexes required for the basic science are not investigated in this study and some assessment indexes are differently interpreted by the individual appraisers. The assessment model will be improved through field application and additional studies will be conducted to develop the assessment model of basic science.