• Title/Summary/Keyword: 대학 창업

Search Result 549, Processing Time 0.021 seconds

A Study on Machine Learning-Based Modelling of Online Review Sentiment Analysis (머신러닝 기반 온라인 리뷰 감성 분석 모델링에 대한 연구)

  • Minsu Kim;Juhee Kim
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
    • /
    • v.19 no.5
    • /
    • pp.1-11
    • /
    • 2024
  • Online reviews play a crucial role in assessing a company's market value and are a significant factor influencing profitability. As such, sentiment analysis of online reviews has emerged as a key indicator for predicting business success. This study focuses on restaurant reviews from Yelp, one of the leading online review platforms, utilizing the Yelp Open Dataset. Six machine learning algorithms were applied to predict the sentiment polarity of these reviews: Logistic Regression, Support Vector Machine (SVM), Random Forest, Gradient Boosting Machine (GBM), XGBoost, and LightGBM. Performance evaluations demonstrated that Logistic Regression, SVM, and LightGBM achieved the highest accuracy, with a score of 0.91. The primary contribution of this study is its ability to transform unstructured review text into quantifiable data, enabling businesses, especially startups, to effectively analyze customer feedback and predict ratings. These insights are expected to assist business owners in forecasting consumer behavior and developing strategic marketing approaches.

  • PDF

An Empirical Study on Factors Impacting Operational Performance of Technology Commercialization Support Programs (기술사업화 지원사업의 운영성과에 영향을 미치는 요인에 관한 실증연구)

  • Yang, Jong-Gon;Kim, Jin-Gyu
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.21 no.4
    • /
    • pp.190-200
    • /
    • 2020
  • This study examined the effectiveness of the 'Youth Technology Transfer Specialist Training Project' for students of natural sciences and engineering colleges implemented using a 2018 revised supplementary budget. The cause and effect research model composed of project satisfaction, results of employment, and start-up. Five factors were developed based on a literature review. A total of 2,363 questionnaires were collected through 66 Industrial-Academic Cooperation Groups participating in the Youth TLO (Technology Licensing Officer) program for an empirical test. SPSS 23.0 was used to analyze the obtained data empirically and verify the hypotheses. The result of the analysis showed that the following five independent factors were significant for the program satisfaction as well as the program satisfaction for the performance of employment and start-up: 1) project operation-related recruitment and selection, 2) training support, and 3) working conditions, 4) control of the project, and 5) activity support. This study verified the level of satisfaction with the program empirically using comprehensive data. In terms of practical implications, improvement of operational programs helps improve program satisfaction, and in turn, results in improvement of employment and start-up of youth to achieve the goals of government.

An Overview on Features of Research Topics in the Asia Pacific Journal of Small Business (APJSB) for 40 Years (「중소기업연구」 40년 연구주제의 전체 조망)

  • Kim, Sanghee;Lee, Choonwoo
    • Korean small business review
    • /
    • v.42 no.4
    • /
    • pp.47-67
    • /
    • 2020
  • This study analyzed the papers provided by Asia Pacific Journal of Small Business (APJSB) for 40 years. The purpose of this study is looking at the research trends about small and medium business. We tried to identify some stream and feature without manipulation. Textmining and Frequency analysis are executed on topics of every published paper in APJSB to 2019 from 1979. The result suggest that important keyword and feature of research topics in APJSB. And the result show the period feature as well as the whole of research trend in APJSB for 40 years. Futhermore, we suggest some implications derived from the results by adapting business ecosystem model and business managerial system model.

A Study on Investment Determinants by the Types of Start-up Accelerators (스타트업 액셀러레이터의 민간·공공 유형별 투자결정요인에 대한 연구)

  • Heo, Ga El;Chung, Seung Wha;Kim, Ji Yeon
    • Korean small business review
    • /
    • v.43 no.4
    • /
    • pp.173-209
    • /
    • 2021
  • Start-up accelerators are a new type of investor that provide mentoring, education and seed capital to start-ups for a fixed duration and receive a certain stake in them in return. They help start-ups achieve successful commercialization. With increase in performance visibility, the number of private and public sector accelerators rose across domestic and international markets. Private sector accelerators are established and operated by private entities while public sector accelerators are established and operated by the government. Both play complementary roles that are becoming increasingly important to start-ups. Therefore, this study aims to examine the differences in major operational goals and investment determinants between private and public sectors and to understand their implications. The results show that the private sector prioritizes profit generation through the investment, while the public sector aims to contribute to the development of high-growth start-ups, and create region-specific and technology-specific start-up ecosystems. Additionally, both groups consider customer needs the most important determinant. Public groups are more conservative in investments and tend to place importance on objective indicators such as patents, partners, mentors, and co-founders. Conversely, private groups value the capabilities of founders and their ease of collaboration with accelerators. These findings can help start-ups get support from public or private accelerators more easily. It will also help public and private accelerators refine the criteria for selecting start-ups.

Local Creators and Local Entrepreneurship in Perspective of Creation Process of Local Contents with Focus on H University (로컬콘텐츠 탄생과정 측면에서 살펴본 로컬크리에이터와 로컬기업가정신: H대학 사례)

  • Junghee Han
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
    • /
    • v.19 no.2
    • /
    • pp.13-25
    • /
    • 2024
  • Local decline can be caused by business closures or the departure of the youth. Most countries have been striving to overcome regional inequality through local or community entrepreneurship using assets or contents obtained from differentiated and original embedded resources. The purpose of this study is to conceptualize local contents and local entrepreneurship. To reach the research goals, this paper utilizes the grounded theory as qualitative methodology. From the main findings, this paper suggests that entrepreneurship in the local is influenced by informal alley or specific location (regions) institution outputs so called as local contents which are local norm, culture, local identities. This paper conceptualizes local contents as 'product of creative scenario'. And this work also suggests the liner model for local content innovation. The contribution of this work are two: 1) showing how the local content creation process; 2) analyzing the how local entrepreneurship configures. It can be inclusive potential startups items rooted at the unique resources and assets of the locals and reflecting the originality of locality. In terms of local institutional perspectives, local development takes pace when advancing application of local entrepreneurship. In order for that, practical challenging is more needed by using informal local institutions. Also 'three step linear model' will be applied to educate the new creators. Local contents and local entrepreneurship can definitely rehabilitate locality.

  • PDF

친사회적 동기가 사회적 기업 직업정체성에 미치는 영향: 사회적 존재감(Social Worth)의 매개효과를 중심으로

  • 조대범;이채원;마크 마이어
    • 한국벤처창업학회:학술대회논문집
    • /
    • 2024.04a
    • /
    • pp.27-34
    • /
    • 2024
  • 사회적 기업가정신은 기업가정신 분야의 연구에서 많은 학자와 산업계의 관심을 받고 있는 주제이다. 특히 사회적 기업을 창업하거나 사회적 기업에서 일하고자 하는 사람들은 일반 사람들과 다른 어떤 특성을 가지고 있는지에 대해 선행 연구들은 공감, 도덕적 판단, 지각된 사회적 규범 등의 요소들로 설명하고 있다. 이는 전통적인 기업의 창업자와 비교되며, 사회적 기업가정신에 중요한 선행요소라고 말하고 있다. 그러나 공감능력이 뛰어나고, 공동체에서 사람들과 잘 어울리며, 남을 돕기 좋아하는 사람들이 반드시 사회적 기업가적 의도가 높은 것은 아니며, 이런 특성을 가진 모든 사람들이 사회적 기업에서 일하고자 하는 것은 아니다. 사회적 기업가적 동기에 관한 선행 연구 중에 동기와 행동을 연결하는 복잡한 매커니즘에 대해 설명한 연구는 거의 없는 상황이며, 대부분 공감(Empathy), 사회적 자기 효능감(Social Entrepreneurial Self-Efficacy), 도덕적 의무감 등의 요소를 규명하는데 집중되어 왔다는 한계가 있다. 본 연구는 지금까지 거의 연구되지 않았던 사회적 기업적 의도를 설명하는 타인 지향적 동기(other-oriented motives)와 사회적 기업 직업정체성에 관한 연구이다. 이를 통해 사회적 기업에 참여하려는 개인의 성향을 촉진시키는 요인은 무엇인지를 규명하고자 하였다. 전국 일반고, 특수목적고 및 특성화고등학교와 대안학교 학생 444명을 대상으로 설문조사를 실시하여 타인 지향적 동기요소인 친사회성 동기, 사회적 존재감과 사회적 기업 직업정체성의 관계 분석에 활용하였다. SPSS 26 버전을 활용하여 다중 회귀분석을 실시한 결과 사회적 기업에 대한 직업정체성에 친사회적 동기와 사회적 존재감은 긍정적인 영향을 미치고, 특히 사회적 존재감은 친사회적 동기와 직업정체성과의 관계에 부분 매개효과를 보였다. 결과적으로 역지사지 성향을 가지는 학생일수록 사회적 기업에서 일을 할 의도가 높아지고, 남을 돕고자 하는 의지가 높은 학생, 공동체 의식이 높은 학생일수록 사회적 기업에서 일을 하고자 하는 의지가 높다는 것을 알 수 있었다. 또한 사회적 존재감은 이 과정에서 간접적으로 유의미하게 긍정적인 영향을 미치는 것을 알 수 있었다. 본 연구는 사회적 기업에 대한 직업정체성에 영향을 미치는 선행요인을 규명하고 사회적 기업에 참여하려는 개인의 성향을 촉진하는 요인이 무엇인지 규명했다는 데 의의가 있다. 그리고 이 요인들이 교육을 통해 강화할 수 있으므로 사회적 기업 창업가 육성에 대한 새로운 방향을 제시한다.

  • PDF

The Effects of Labor Force Compositions on the Performance of Korean Venture Businesses (벤처기업의 인력구성이 경영성과에 미치는 영향)

  • Kim, Jong-woon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
    • /
    • v.10 no.2
    • /
    • pp.135-142
    • /
    • 2015
  • This paper analyzed the effects of changes in temporary workers on firm performances, and the effects of different workforce portions of business functions on corporate performances, respectively, using Korean venture business survey conduected in 2013. Results show that the performance of venture businesses decreases significantly, as the portion of temporary workers increases, which is more pronounced in small companies than in medium companies. In addition, the portions of workforce for administration, R&D, production, and sales don't have uniform effect on firm performance, where medium companies are affected significantly by the portions of production and sales, while small companies do not show significant relationship. This analysis implies that innovative firms, based on knowledge workers, need to use caution when they plan to increase temporary workers, which may lead to lower performance. However, we need further research for the basic causes of the possible lower performance.

  • PDF

Inquiry on Educating One-person Creative Enterprise by College Students: Based on the Field of Applied Music Education (학생 1인창조기업 육성을 위한 거시적 교육방향 탐색: 실용음악분야를 중심으로)

  • Lee, Seung-Hee;Kim, Kun
    • The Journal of the Korea Contents Association
    • /
    • v.12 no.5
    • /
    • pp.125-133
    • /
    • 2012
  • The focus of the study is to propose a long-term teaching and learning direction of one-person creative enterprise by college students in the field of the industry of Applied Music Contents. Critical review on literature and theories related to the recent trends of Applied Music industry and entrepreneurship education was conducted. The study introduced a macro level of four educational principles of Applied Music studies at a college such as: integrating Applied Music education with a viewpoint of humanities, fostering creative entrepreneur spirits of students in the field of Applied Music, applying new social media and technologies into teaching knowledge and skills of Applied Music, and finally developing students' authentic music expertise under cognitive apprenticeship(by a relationship of mentor-mentee) of Applied Music.

A Theoretical Model of Executive Voluntary Turnover (기업내 임원의 자발적 이직에 관한 이론적 모형)

  • Choi, Dongwon
    • Journal of Digital Convergence
    • /
    • v.19 no.8
    • /
    • pp.173-184
    • /
    • 2021
  • For the current organizations, retaining executive members is one of the most important functions of human resource management. Given that importance, although executives' mobility becomes prevalent, most prior studies tended to focus on involuntary turnover of executive members. To fill this gap, the current theoretical paper suggests a model of executive voluntary turnover, drawing on the lierature of employee mobility and entrepreneurship. First, running a new business as a CEO negatively affects prior-firm performance, but collaboration between two firms mitigate the negative association. Second, spin-off positively affects prior-firm performance, but this is weakened as spin-off firm performance decreases. Finally, moving to a competitor negatively, while moving to a collaborator positively affects prior-firm performance.

A Comparative Study on Entrepreneurship of the 6th Industry in Korea and Nepal (한국과 네팔의 6차 산업 기업가정신 비교연구)

  • Kim, Yeonjong;Park, Sanghyeok;Lee, Kyoungyeon
    • Journal of Korea Society of Digital Industry and Information Management
    • /
    • v.17 no.3
    • /
    • pp.85-103
    • /
    • 2021
  • Entrepreneurship is recognized as an essential education in start-up education. However, domestic studies on entrepreneurship in developing countries are extremely rare. The purpose of this study is to compare the importance of entrepreneurship and the perception of implementation of Korean and Nepalese farmers, and to seek a start-up education strategy based on the results. As a result of the study, first, there was no difference in the importance of entrepreneurship in the 6th industry between two countries, but the degree of entrepreneurial spirit performance was high in Nepalese farmers. Second, in terms of the difference between the importance and execution of the 6th industry entrepreneurship, Korea had lower performance than importance in all factors, and Nepal had higher importance than implementation in innovation, initiative, cooperation, and networking capability. Third, in the difference between the importance and the degree of implementation in each country, the level of implementation was uniformly lower than that of importance in Korea, but the height of the Nepalese farmers was not uniform. The results of this study, which studied entrepreneurship in Korea and Nepal, contribute greatly in terms of promoting the national economy by creating new added values.