• Title/Summary/Keyword: PLS Structural Equation

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Effect of Motivational Belief about Learning Science and Self-Directed Learning Ability on Middle School Students' Conceptual Understanding of Matter Change (과학학습에 대한 동기적 신념과 자기주도 학습능력이 중학생의 물질 변화 개념 이해에 미치는 영향)

  • Im, Sungmin;Kim, Inwhan
    • Journal of The Korean Association For Science Education
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    • v.36 no.1
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    • pp.125-134
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    • 2016
  • The purpose of this study is to explore the relationship between motivational belief about learning science, self-directed learning ability and conceptual understanding of matter change with a quantitative method, assuming that motivational belief and self-directed learning ability might affect conceptual understanding. To do this, the authors investigated middle school students' motivational belief about learning science, self-directed learning ability, and conceptual understanding of matter change using measurement tools based on previous studies, and then analysed the casual relationship between three variables using PLS structural equation model. As a result, three latent variables in this study could be evaluated as appropriated in reliability and validity. And also, self-directed learning ability could affect both the motivational belief and conceptual understanding, while motivational belief could affect only self-directed learning ability but not conceptual understanding. Through this study the authors confirmed that in the context of science learning self-directed learning ability can directly affect conceptual understanding but motivational belief can affect indirectly. This study is significant in that the causal relationship between different variables in science learning could be confirmed in a quantitate manner, and also in that it can suggest PLS structural equation method as a new research methodology in science education research area.

A Study on the Double Mediation Analysis in Structural Equating Models with Bootstrapping Using R (구조방정식모형에서의 R을 이용한 부트스트랩 기반의 이중매개효과 분석 방안에 대한 연구)

  • Yoon, Cheolho;Choi, Kwangdon
    • Journal of Digital Convergence
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    • v.14 no.9
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    • pp.111-121
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    • 2016
  • This study provides an approach to perform the double mediation analysis in structural equation models using the R. For this purpose, the study reviews a variety of techniques for mediation analysis, selects the bootstrapping technique as the most suitable way for performing the double mediation analysis and develops an approach for the double mediation analysis in structural equating models with the bootstrapping using the plspm which is the R package for the performing PLS path analysis. This study will be useful for the studies including the double mediation analysis in structural equation modeling, which is not supported by most of SEM packages, also will provide the knowledge base for in-depth analysis through suggesting the new mediation analysis technique using R for the researchers.

Structural Equation Modeling on Technology Acceptance for New Variety - Case of Forage Crop - (신품종 기술수용의 구조관계 분석 -사료작물 신품종 도입의향 -)

  • Choi, Jong-San;Park, Jae-Hyoung;Yoon, Jin-Woo;Chae, Yong-Woo
    • Journal of Agricultural Extension & Community Development
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    • v.25 no.1
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    • pp.1-13
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    • 2018
  • This study aims to identify factors affecting the acceptance intention of cultivating a new Italian ryegrass(IRG) variety using partial least square structural equation modeling(PLS-SEM) and find priority to maximize the acceptance intention of new IRG variety using importance-performance matrix analysis(IPMA). The data were collected on a seven-point Likert-type from 188 farm households located in Korea central region for two months. As a major result of PLS-SEM, expected effect significantly affected acceptance intention. The IPMA also showed expected effect should be considered as the most important factor to improve the acceptance intention. This study suggested the new technology distributors should scientifically prove and actively promote the effects such as increase in farm income, productivity improvement, labor saving and management efficiency caused by planting new IRG variety.

The Effects of Project Manager's Competencies on the Performance of NPD Project in Project Matrix Organization: Focused on the Institute of Technology of Company A (프로젝트 매트릭스 조직의 신제품개발 프로젝트에서 프로젝트 관리자의 역량이 성과에 미치는 영향 -A사 기술연구소를 중심으로-)

  • Yoon, In-Hwan;Kim, Joo-Hyun;Lee, Hee-Sang
    • Journal of Digital Convergence
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    • v.13 no.10
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    • pp.295-303
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    • 2015
  • This paper is empirically to examine the effects of project manager's competencies (intellectual, managerial, and emotional competencies) on the performance for planning and outcome of NPD (new product development) project in project matrix organization. To achieve this purpose, we employ a field survey of project managers in project matrix organization and PLS (partial least square) structural equation modelling to test hypotheses of our research model. The results show that intellectual competency positively affect both of performances for planning and for outcome, whereas managerial and emotional competencies have not significant effect on them. Our attempt is to provide theoretical implications to current studies related to project management and helps for practitioners to develop a program for selecting and training capable and promising project managers.

An Analysis on the Effect of Environmental-Friendly Planning Elements on Residential satisfaction Level of the High-Rise Residential Complex (친환경 계획요소가 초고층 복합주거 거주 만족도에 미치는 영향요인 분석)

  • Hwang, Jung-Man;Lee, Joo-Hyung
    • The Journal of the Korea Contents Association
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    • v.14 no.3
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    • pp.438-450
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    • 2014
  • The statistical analyzing of environmental-friendly planning elements is getting important because it is getting concerned with the change of residential types and environmental friendly housing. However, in terms of the high-rise residential complex, paper about green building rating system and research about residential satisfaction to residents are lack. Therefore, this paper is analyzing of impotentness and satisfaction about housing subdivision, inside of building, facility, and maintenance. In addition, residential satisfaction(satisfaction, loyalty, preference) and impact relationship of environmental-friendly planning elements are analyzed by PLS structural equation. To sum up, first, improving of green building rating system in housing subdivision is impacted on loyalty if satisfaction was fulfilled. Second, increasing of environmental-friendly planning elements in inside of building is impacted on loyalty if both satisfaction and preference were fulfilled. Third, providing of green building rating system in facility and maintenance is analyzed as preference, but satisfaction hypotheses is not valued.

Impact Assessment between Heatwave and Drought Based on PLS-SEM (부분최소제곱 구조방정식(PLS-SEM)을 이용한 폭염과 가뭄의 영향평가)

  • Yoo, Jiyoung;Kim, Jang-Gyeong;Han, Jeongwoo;Kim, Tae-Woong
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.41 no.2
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    • pp.113-121
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    • 2021
  • The occurrence mechanisms of heatwave have been conventionally studied at a synoptic scale. However, the implications of precedent droughts on the following up heatwave occurrences have not been elucidated and are important to address the complex causal mechanisms of heatwaves. Therefore, this study evaluated the causality and implication of the seasonally antecedent droughts to summer heatwaves that occurred for 46 years since 1974 using partial least squares-structural equation modeling (PLS-SEM). The resulting contribution of winter (spring and summer) droughts to summer heatwaves for Seoul-Gyeonggi, Gangwon, and Chungcheong provinces were 37 % (29 % and 22 %), 21 % (18 % and 29 %), and 17 % (8 % and 38 %), respectively. This is due to the regional variability of seasonal drought impacts. Furthermore, Gangwon and Chungcheong provinces, which have a higher level of impacts of summer droughts to summer heatwaves, are more likely to be exposed to the compound drought-heatwave damages compared to Seoul-Gyeonggi province, which has relatively a low-level impact of summer drought.

Evaluating Impact Factors of Forest Fire Occurrences in Gangwon Province Using PLS-SEM: A Focus on Drought and Meteorological Factors (PLS-SEM을 이용한 강원도 산불 발생의 영향 요인 평가 : 가뭄 및 기상학적 요인을 중심으로)

  • Yoo, Jiyoung;Han, Jeongwoo;Kim, Dongwoo;Kim, Tae-Woong
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.41 no.3
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    • pp.209-217
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    • 2021
  • Although forest fires are more often triggered by artificial causes than by natural causes, the combustion conditions that spread forest fire damage over a large area are affected by natural phenomena. Therefore, using partial least squares structural equation modeling (PLS-SEM), which can analyze the dependent and causal relationships between various factors, this study evaluated the causal relationships and relative influences between forest fire, weather, and drought, taking Gangwon Province as our sample region. The results indicated that the impact of drought on forest fires was 27 % and that of the weather was 38 %. In addition, forest fires in spring accounted for about 60 % of total forest fires. This indicatesthat along with meteorological factors, the autumn and winter droughts in the previous year affected forest fires. In assessing the risk of forest fires, if severe meteorological droughts occur in autumn and winter, the probability of forest fires may increase in the spring of the following year.

The Structural Equation Model with Ordinal Data (순서형 자료로 측정된 구조방정식모형 분석)

  • 윤상운;박정선;이태섭
    • Journal of Korean Society for Quality Management
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    • v.30 no.3
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    • pp.38-52
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    • 2002
  • This paper is concerned with the analysis of structural equation model(SEM) with the ordinal data such as Likert scale. The SEM is misused when the arbitrary scores allocated to the Likert scale are treated as quantitative data. The underlying distribution approaches have been studied to solve this problem, and the partial least squares(PLS) Is also tried. In this paper the quantification methods for the Likert scale are proposed to analyze the SEM. We assume that the Likert scale is an observation of the interval of the continuous underlying distribution, and the respondents have their own patterns in the response of some questions. Normal and beta distributions as the response patterns are considered to quantify the Likert scale. To compare the efficiency of the proposed method the bootstrap simulations are tried.

A Study on the Effect of Win-win Growth Policies on Sustainable Supply Chain and Logistics Management in South Korea

  • KIM, Ki-Hyung;SONG, Sang Hwa
    • The Journal of Industrial Distribution & Business
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    • v.10 no.12
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    • pp.7-14
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    • 2019
  • Purpose: In Korea, win-win growth policy has been successfully implemented in supply chain and logistics management. In the policy, it is recommended to support supply chain partners with various mechanisms including financial and technical aids. This study attempts to scientifically analyze the effects of direct and indirect win-win growth policy factors on supply chain and logistics management performance through partnership factors. Research design, data and methodology: This study builds a structural equation model reflecting the relationship between the win-win growth policy, partnership and performance factors. The proposed model is verified with the PLS (Partial Least Squares regression) methodology. Data from shipper and logistics companies were collected and analyzed by the PLS model. Results: The analysis showed that both direct and indirect policy factors are meaningful to improve supply chain and logistics performance. Indirect support factors including R&D, management innovation, human resources development and educational supports have positive impacts on partnership factors. Direct support factors including financial aids and fairness also have positive impacts on the performance. Conclusions: This study is meaningful in that it suggests a turning point in which supply chain Win-win growth and partnership efforts are perceived as new value-creating mechanism rather than unilateral cost reduction for logistics industry.

Work Motive Distribution of Public Universities Lecturers in Hanoi

  • PHAM, Ngoc Thach;BUI, Van Huyen;HA, Dieu Linh;LE, Thi Lan Huong
    • Journal of Distribution Science
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    • v.20 no.11
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    • pp.71-78
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    • 2022
  • Purpose: The study aims to investigate the impact of factors affecting the work motive distribution of public universities lecturers in Hanoi. Research design, data and methodology: The questionnaire survey method is applied in this research to analyze the relationship between the variables and verify the hypothesis based on the collected 306 valid questionnaires. The partial least square method structural equation model (PLS-SEM) is used to carry out structural equation modeling to study the relationship between latent variables with reliable tools (SmartPLS 3.0 software). Results: The research results show that the intrisic motivation of the lecturers, the extrisic motivation of the lecturers and the job characteristics of the lecturers all have a positive impact on the motivation of public universities lecturers in Hanoi. In which, intrinsic motivation has the greatest influence on the work motive distribution of lecturers. In addition, the research results also prove that job characteristics affect the work motive distribution of lecturers. This is a new factor in the factors affecting the work motive distribution of public universities lecturers. Conclusion: Based on the research results, the authors propose some recommendations to increase the work motive distribution of public universities lecturers in Hanoi through improving the factors affecting their work motive distribution.