• Title/Summary/Keyword: PLS SEM

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Study on Chinese Consumers'Awareness of Korean Grape (한국산 포도의 중국 소비자 인식조사 연구)

  • Woo, Soo Gon;So, Namho;Ko, Hyeon Seok
    • Journal of the Korean Society of International Agriculture
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    • v.30 no.4
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    • pp.320-327
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    • 2018
  • The purpose of this study is to suggest the policy direction for promoting Korean grape, Shine Muscat, export to China. For this, the data were collected from 102 Chinese who live in Guangzhou province. The survey was conducted from Oct 10th to 13th 2017. PLS-SEM model is used to investigate the main factors that cause the Chinese consumers to purchase Korean grape, Shine Muscat. This study finds that the post-evaluation factor is more important to obtain final evaluation and to purchase Korean grape in the future. Thus farmers and research institutes should investigate how to improve the quality for the sweetness and the texture of the grape, reflecting the Chinese consumers' preference.

Evaluating meteorological and hydrological impacts on forest fire occurrences using partial least squares-structural equation modeling: a case of Gyeonggi-do (부분최소제곱 구조방정식모형을 이용한 경기도 지역 산불 발생 요인에 대한 기상 및 수문학적 요인의 영향 분석)

  • Kim, Dongwook;Yoo, Jiyoung;Son, Ho Jun;Kim, Tae-Woong
    • Journal of Korea Water Resources Association
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    • v.54 no.3
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    • pp.145-156
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    • 2021
  • Forest fires have frequently occurred around the world, and the damages are increasing. In Korea, most forest fires are initiated by human activities, but climate factors such as temperature, humidity, and wind speed have a great impact on combustion environment of forest fires. In this study, therefore, based on statistics of forest fires in Gyeonggi-do over the past five years, meteorological and hydrological factors (i.e., temperature, humidity, wind speed, precipitation, and drought) were selected in order to quantitatively investigate causal relationships with forest fire. We applied a partial least squares structural equation model (PLS-SEM), which is suitable for analyzing causality and predicting latent variables. The overall results indicated that the measurement and structural models of the PLS-SEM were statistically significant for all evaluation criteria, and meteorological factors such as humidity, temperature, and wind speed affected by amount of -0.42, 0.23 and 0.15 of standardized path coefficient, respectively, on forest fires, whereas hydrological factor such as drought had an effect of 0.23 on forest fires. Therefore, as a practical method, the suggested model can be used for analyzing and evaluating influencing factors of forest fire and also for planning response and preparation of forest fire disasters.

Motivational Factors Affecting Intention to Use Mobile Health Apps: Focusing on Regulatory Focus Tendency and Privacy Calculus Theory (모바일 헬스 앱 사용의도 동기요인: 조절초점성향과 프라이버시계산이론을 중심으로)

  • So, Hyeon-jeong;Kwahk, Kee-Young
    • Knowledge Management Research
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    • v.22 no.2
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    • pp.33-53
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    • 2021
  • Use of mobile apps being extended, privacy concern on the side of the users is increased while they are willing to provide the private information to use the apps. In this study, we tried to identify the motivating elements that influence the users' intention to use the apps, based on the tendency towards regulatory focus and the privacy calculus theory. To verify the study model, we collected data from 151 adults who use health apps throughout the country, and analyzed the data using the PLS-SEM method. According to the result of the study, it was turned out that tendency towards promotion focus had negative impact on privacy concern and privacy danger, and tendency towards prevention focus had positive impact on privacy concern. Privacy concern had negative impact on the intention to use the mobile apps, and privacy benefit and privacy knowledge had positive impact on the intention to use the mobile apps. Finally, the intention to use the mobile apps had positive impact on the intention to continue to use the mobile apps. In this study, we identified different impacts of two types of tendency towards regulatory focus on privacy concern, and identified different influences on the intention to use the mobile apps accordingly.

A Study on the Strategic Orientation and the Performance of IT Startups : The Moderating Effect of Corporate Social Responsibility Orientation (IT스타트업의 전략적 지향성과 성과에 관한 연구 : 기업의 사회적 책임 지향성 조절효과)

  • Shim, Yunsoo;Seo, Jounghae;Park, Eunmi
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.16 no.1
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    • pp.127-138
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    • 2021
  • The aim of this study is to investigate the effects of each of the three sub-dimensional strategic orientations of technology orientation, customer orientation, and competitor orientation, on performance, targeting IT startups based on technology. and to analyze moderating effect of corporate social responsibility, which is more important to modern society. For the analysis, , The IT startups completed empirical research through path analysis after evaluating the suitability of measurement models and structural models using PLS-SEM for 94 companies less than 7 years that have moved in startup support institutions. As a result of the study, the three sub-dimensions of strategic orientation, technology orientation, customer orientation, and competitor orientation, all had a positive (+) effect on startups' performance. and the Corporate social responsibility orientation was verified as moderating the startup's strategic orientation and startups' performance. The results of this study imply the importance of corporate social responsibility orientation in the strategy setting of start-ups, as well as the direction of strategy-setting for technology-based startups for competitive advantage and long-term survival.

The Effect of Virtual Human Lecturer's Human Likeness on Educational Content Satisfaction: Focused on the Theory of Experiential Economy (가상 휴먼 강사의 인간 유사도가 교육 콘텐츠 만족감에 미치는 영향: 체험경제이론을 중심으로)

  • Gong, Li;Bae, Sujin;Kwon, Ohbyung
    • The Journal of the Korea Contents Association
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    • v.22 no.7
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    • pp.524-539
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    • 2022
  • With the advent of generative artificial intelligence technology, it became possible to create a virtual human, and produce a lecture video only with textual information. It is expected that the virtual human will enhance the efficient production of educational contents and the student's entertainment experience and satisfaction. However, there have been still few studies that have demonstrated the process of how virtual human technology reaches students' satisfaction. Therefore, the purpose of this study is to empirically examine whether the human likeness, which is the main characteristic of a virtual human based on Uncanny Valley theory, affects human experience and satisfaction. In particular, human likeness of the Uncanny Valley theory was subdivided into human likeness in the visual and verbal dimensions, and the process of reaching satisfaction was understood based on the experience economy model. In particular, human similarity in Uncanny Valley theory was classified as similarity in the visual and language levels, and the process of reaching satisfaction based on the experiential economic model was analyzed with a partial least squares structure model equation (PLS-SEM). The survey was conducted online for a panel of office workers at a specialized research institution in China. The results indicate that both the visual and verbal human likeness had a positive effect on experience economy factors (education, entertainment, esthetic, escape), and then these experiential factors had a significant effect on satisfaction. The results also provide some suggestions to consider when designing educational contents by virtual human.

The Impact of the Government's R&D Support and the Introduction of Stock Options by Venture Companies on the Innovation Achievement of Venture Companies (정부의 R&D 지원과 벤처기업의 스톡옵션제도 활용이 벤처기업의 혁신성과에 미치는 영향)

  • Kim, Ho-hyun;Park, Hyung-jun
    • Journal of Venture Innovation
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    • v.7 no.1
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    • pp.17-39
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    • 2024
  • The purpose of this study was to analyze the effect of the government's R&D support and the use of stock options by venture companies on the innovation of venture companies, that is, innovation capabilities and innovation performance. An empirical analysis was conducted using the partial least squares structural equation modeling (PLS-SEM) method using the data from the detailed survey of venture companies conducted on domestic venture confirmation companies. As a result of the analysis, it was found that the benefit of government R&D support had a positive (+) effect on strengthening the innovation capabilities of venture companies, and R&D support also had a positive (+) effect on the innovation performance of venture companies. Next, it was found that the use of stock options by venture companies had a positive (+) effect on the reinforcement of the innovation capabilities of companies and a positive (+) effect on the innovation performance of venture companies. In addition, it was found that the innovation capabilities of venture companies significantly mediate between the government's R&D support and the use of stock options by venture companies and the innovation performance of companies. These analysis results show that the government's R&D support and the use of stock option systems can play a meaningful role in the innovation of venture companies, and also show that the innovation capabilities of venture companies have an important meaning in the process of innovation. Therefore, it is necessary to continue the stance of R&D support for ventures and at the same time to introduce multi-faceted policy measures to support corporate capacity building, and legal and institutional maintenance and policy support to revitalize the stock option system need to be continuously provided.

The Impact of ESG Frameworks on Economic Performance: The Mediating Role of Logistics Performance and Liner Shipping Connectivity (물류 성과와 운송연계성의 매개 역할을 고려한 ESG 체계가 경제성과에 미치는 영향 분석)

  • Park, Byungin
    • Journal of Korea Port Economic Association
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    • v.39 no.4
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    • pp.163-190
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    • 2023
  • Recently, a framework crystallizing as Environmental, Social, and Governance(ESG) has been exerting significant influence not only on corporate investment and management philosophies but also on national policies. This ESG framework is becoming an essential requirement for all organizations. It has become an obligation at the corporate and national levels, particularly in the maritime, port, and logistics sectors. Anticipating that the adoption and utilization of the ESG framework will reach higher levels when it becomes a necessity, this study utilized data from international organizations such as the United Nations Conference on Trade and Development(UNCTAD), the World Bank, and the World Economic Forum to analyze the impact of the ESG framework on national economic performance through the maritime, port, and logistics sectors using Partial Least Squares Structural Equation Modeling(PLS-SEM). The analysis revealed that while the ESG framework did not have a direct impact on the national economy, it manifested substantial indirect effects through maritime, port, and logistics sectors. Therefore, in these sectors, the establishment of the ESG framework should be recognized not only as an expenditure and obligation but also as a crucial investment that positively influences the national economic performance. The study's findings are limited by the absence of data beyond 2019 due to the impact of COVID-19. Therefore, it is anticipated that more accurate current effects can be ascertained when newer data becomes available.

Structural Equation Model for Korea Internet Infrastructure Customer Satisfaction Index(KIICSI) (구조방정식을 이용한 초고속 국가망 서비스의 고객만족도 평가체계 개발)

  • Shin Sun Young;Shin Sang-Chul;Moon Tae Hee;Sohn So Young
    • Journal of KIISE:Information Networking
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    • v.32 no.2
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    • pp.220-235
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    • 2005
  • Internet Service Quality has been constantly the center of attention to Internet Service Providers. The KII project plan (Korea Information Infrastructure) aims to build broadband backbone networks mainly through optical fiber cables and ATM switches and to Provide the government ministries, local authorities and non-profit organizations with high-speed, highly capable broadband access to these networks at reasonable rates. The KB service model, however, is different from other Internet Service models much in the same way SP (Service Provider) and NP (Network Provider) differ from each other. In this paper, we evaluate KII service according to various customer satisfaction indicators under the methodologies and categories as put forth in both the ACSI (American Customer Satisfaction Index) and SEM (Structural Equation Model). We use a structural equation model (SEM) to demarcate the Korea Information Infrastructure Customer Satisfaction Index (KIICSI) in relation to network service quality. The results of our study suggest some strategies for the KII Project need to be modified and effectively implemented in order to increase the satisfaction level of the KII customers.

Analyzing Management Factors on Enterprise Performance

  • Dahlgaard, Jens J.;Ciavolino, Enrico
    • International Journal of Quality Innovation
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    • v.8 no.3
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    • pp.1-10
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    • 2007
  • A sample of Italian manufacturing companies was selected in order to verify the abilities and effects (relationships) of the management factors human resources, leadership and strategic planning on company performance. The Partial Least Squares (PLS) estimation method was used for analyzing the data collected, where the relationships between the management factors and performance were formalized by a Structural Equation Model (SEM). The analysis of the survey data showed unexpected result regarding the non significant direct relationship between Leadership and Performance. The effect of Leadership is obtained by an indirect relationship through Human Resources. The combination of Leadership and Human Resources has hence been identified as the management factors which have the highest impact on the performance of Italian industrial companies. Another interesting and unexpected result was that there was no significant impact of Strategic Planning on Performance. It seems that the leaders of Italian industrial companies have not understood that good strategic planning is a necessary condition for achieving excellence. So another improvement area is in fact Strategic Planning. This area should have the highest priority of any top management team and the focus should include how to establish a strong relationship between strategic planning and performance. No correlation between strategic planning and performance is a strong indication that something is wrong. It is not enough that Leadership is doing Strategic Planning-Leadership is also about studying and follow up on results in order to assure impacts on performance. This link seems to be missing in Italian industrial companies.

Factors Influencing the Investor's Decision Making: The Moderating Role of Locus of Control

  • KAMRAN, Hafiz Waqas;QAISAR, Abthal;SULTANA, Nayyer;NAWAZ, Muhammad Atif;AHMAD, Hafiz Tanveer
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.12
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    • pp.535-543
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    • 2020
  • Investors from the whole world are looking for those stock markets that are less affected by interest rates. Pakistan is a good place to invest and the investors from the whole world are considering Pakistan for future ventures. The current study, therefore, aims to analyze the factors affecting investors' decision making in Pakistan with the interaction effect of locus of control. The primary data are gathered from 300 respondents. Structural equation modelling (SEM-PLS) is used to analyze the interactions among variables. The study finds positive impact of availability and representative biases on investment decision making. The study could not find any moderating role of locus of control. The results imply that decisions made by Pakistani investors are driven by the most easily or currently available information and they trust on the information obtained from family and friends without any authentication and verification. One possible description of insignificant moderation effect of locus of control can be the sample traits used in the study, e.g., personal characteristics, that change from culture to culture. Another description of these findings may be the association between heuristic biases, including availability, representative and psychological biases and decision-making regarding investment is not personality specific.