• Title/Summary/Keyword: EFA(Exploratory Factor Analysis)

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Mediation Effect of Flow of Leisure in the Relation among Middle-aged Women's Interesting Factor of Golf and Intention of Continuous Behavior (중년여성의 골프재미요인과 지속행동의도 관계에서 여가몰입의 매개효과)

  • Nam, Jae-Jun
    • Journal of Korea Entertainment Industry Association
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    • v.13 no.8
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    • pp.25-39
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    • 2019
  • This study analyzed the relation among middle-aged women's interesting factor of golf and intention of continuous behavior and verified the mediation effect of Flow in leisure. The purpose is to clarify the process in which middle-aged women'change their life to positive direction through golf activity and to provide basic data on the basis of theoretic fundamental. The data was processed with Confirmatory Factor Analysis(CFA) & Structural Equation Model(SEM) by using Exploratory Factor Analysis(EFA) & AMOS 25.0 statistical program through SPSS 25.0 Window Version. The result is as follows. First, interesting factor of golf is found to have significant influence on Flow of leisure. Second, interesting factor of golf is found to have significant influence on intention of continuous behavior. Third, Flow of leisure is found to have significant influence on intention of continuous behavior. Finally, Flow of leisure is found to have partial mediation effect in the relation among interesting factor of golf and intention of continuous behavior. Thus, it is judged that enjoyment should be ensured precedently through the interesting factors of golf to develop golf industry and to induce middle-aged women golf participants to golf course. It is thought that diversified methods which can increase satisfaction by utilizing leisure immersion and which can ensure constant participation for this purpose.

A Study on Factor Analytical Methods and Procedures for PLS-SEM (Partial Least Squares Structural Equation Modeling)

  • YIM, Myung-Seong
    • The Journal of Industrial Distribution & Business
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    • v.10 no.5
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    • pp.7-20
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    • 2019
  • Purpose - This study provides appropriate procedures for EFA to help researchers conduct empirical studies by using PLS-SEM. Research design, data, and methodology - This study addresses the absolute and relative sample size criteria, sampling adequacy, factor extraction models, factor rotation methods, the criterion for the number of factors to retain, interpretation of results, and reporting information. Results - The factor analysis procedure for PLS-SEM consists of the following five stages. First, it is important to look at whether both the Bartlett test of sphericity and the KMO MSA meet the qualitative criteria. Second, PAF is a better choice of methodology. Third, an oblique technique is a suitable method for PLS-SEM. Fourth, a combined approach is strongly recommended to factor retention. PA should be used at the onset. Next, it is recommended using the K1 criterion. In addition, it is necessary to extract factors that increase the total variance explanatory power through the PVA-FS. Finally, it is appropriate to select an item with a factor loading into 0.5 or higher and a communality of 0.5. Conclusions - It is expected that the accurate factor analysis processed for PLS-SEM as previously presented will help us extract more precise factors of the structural model.

The Effects of Maternal Parenting Variables on Preschool Children's Self Regulation (어머니의 양육관련 변인과 유아의 자기조절 능력과의 관련성 탐색)

  • Cho, Young-Suk;Lee, Yang-Hee
    • Journal of the Korean Home Economics Association
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    • v.47 no.6
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    • pp.51-66
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    • 2009
  • The purpose of this study was to develop a model for preschool children's self regulation by examining the effects of maternal parenting variables on preschool children's self regulation. The subjects were 1219 mothers of 4- to 6-year-old preschool children attending kindergarten or child care centers located in Seoul and Kyunggi Province, Korea. For data analysis, exploratory factor analysis(EFA) and confirmatory factor analysis(CFA) were applied to the survey data in the first phase and structural equation modeling(SEM) analysis in the second phase. The major results of this study were as follows: maternal parenting stress and maternal behavior were the most direct influential variables on preschool children's self-regulation. Moreover, maternal parenting efficacy was indirectly mediated through maternal behavior.

An Empirical Study on the Obstacle Factors of ISMS Certification Using Exploratory Factor Analysis (탐색적 요인 분석을 이용한 기업의 ISMS 인증 시 장애요인에 관한 연구)

  • Park, Kyeong-Tae;Kim, Sehun
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.24 no.5
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    • pp.951-959
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    • 2014
  • In the past few years, data leakage of information assets has become a prominent issue. According to the National Intelligence Service in South Korea, they found 375 cases of data leakage from 2003 to 2013, especially 49 of cases have been uncovered in 2013 alone. These criminals are increasing as time passes. Thus, it constitutes a reason for establishment and operation of ISMS (Information Security Management System) even for private enterprises. But to be ISMS certified, there are many exposed or unexposed barriers, moreover, sufficient amount of studies has not been conducted on the barriers of ISMS Certification. In this study, we analyse empirically through exploratory factor analysis (EFA) to find the obstacle factors of ISMS Certification. The result shows that there are six obstacle factors in ISMS Certification; Auditing difficulty and period, Consulting firm related, Certification precedence case and consulting qualification, Internal factor, CA reliability and auditing cost, Certification benefit.

Hofstede Cultural Dimension Measuring through World Values Surveys (World Value Surveys를 활용한 Hofstede 문화차원 측정과 활용에 관한 연구)

  • Kang, Mi-Young;Kwon, Jong-Wook
    • Asia-Pacific Journal of Business
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    • v.9 no.2
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    • pp.137-152
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    • 2018
  • Hofstede cultural value model is one of the most influential model for cross-cultural studies to measure national difference. In this study, we examine that Hofstede Cultural Dimensions can be measured by World Value Surveys. Selected WVS questions for 31 measurable countries after Exploratory Factor Analysis(EFA) and Confirmatory Factor Analysis(CFA), approved valid through empirical analysis. It is applicable that Individualism values(IND) has related to 2 questionnaires including life satisfaction, Power Distance values(PDI) to 2 questionnaires about political action(Signing a petition and Joining in boycotts), Masculinity values(MAS) to 2 sexual-role questionnaires like "University is more important for a boy than for a girl", Uncertainty Avoidance values (UAI) to 3 questionnaires about confidence(Parliament, The Political parties and Justice System), Long-Term Oriented values(LTO) to 4 questionnaires including "How proud of nationality" and Indulgence versus Restraints values (IVR)to 2 questionnaires including Feeling of Happiness.

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The Case Study of Customer Delight Index Contents Model through Cater ing Service Industry

  • Yang, Ya-Yun;Lee, Sung-Pil
    • Journal of Korea Multimedia Society
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    • v.19 no.8
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    • pp.1574-1586
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    • 2016
  • The aims of this research is to build Customer Delight index contents model for measuring the influential factors - Customer Delight and identify the relationship among Customer Delight, Customer Satisfaction and Customer Loyalty. Customer Delight hypothesis model was proposed by Catering Service Industry of Starbucks and validate the final questionnaire; 7 point Likert scale was used in the questionnaire, Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA) are used to analyze the reliability. And path analysis was used to evaluating the final hypothesis model. The results of this research was that the customer Self-involvement can lead to high awakening level and it also bring positive emotion to the customer. Awakening Level and positive emotion were the key factors for the Customer Delight. Instead of customer expectation, Customer Delight is based on customer awakening level and positive emotion which is different from Customer Satisfaction model. It is clearly to see the discrepancies between Customer Delight and Customer Satisfaction.

Distribution of Tourist Behavior in COVID-19 Pandemic

  • CAO, Tri Minh;NGUYEN, Phi-Hung
    • Journal of Distribution Science
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    • v.19 no.10
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    • pp.17-22
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    • 2021
  • Purpose: Covid-19 has caused an unprecedented situation for the tourism industry with slumping demand during the outbreak and many uncertainties about tourist behavior in the post-pandemic. This study is aimed to discover the distribution in the behavior of tourists in Vietnam, whose government has taken serious and early actions towards the health crisis and among the earliest to reopen the economy. Research design, data, and methodology: We adopted a mixed-method approach - combining qualitative interviews with quantitative research using a questionnaire survey. Through the form of the online survey through social networking channels: Facebook, Gmail. The study received 261 valid responses for analysis. Multivariate analysis techniques were used: descriptive statistics, exploratory factor analysis (EFA). Results: From the data and result of EFA, the result showed that the distribution of tourist behavior could be grouped into four main factors, including (1) the general impacts, (2) travel-related behaviors; (3) attitudes and preferences regarding modes of tours and destinations; (4) awareness of safety and hygiene. Conclusions: These results highlighted the importance of the theory of perceived risks in explaining the travelers' prudent decisions. In addition, this study provides practical implications for policymakers and various stakeholders of Vietnam's tourism industry in formulating the recovery strategy.

Reliability and Validity of PWI(Psychosocial Wellbeing Index) (Psychosocial Wellbeing Index의 신뢰도 및 타당도)

  • Lee, Chae-Yong;Lee, Jong-Young
    • Journal of Preventive Medicine and Public Health
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    • v.29 no.2 s.53
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    • pp.255-264
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    • 1996
  • To study reliability and validity of PWI, this newly developed self-administered questionnaire which measures stress, was given to medical students. All respondent(133) were followed 4 weeks later and 92 were retested. Cronbach's $\alpha$ coefficient of data was 0.93. Test-retest reliability measured by Pearson's correlation coefficient was 0.72(P<0.01). Exploratory factor analysis(EFA) performed by principal axis factor method without iteration and by varimax rotation explored 13 principal components(eigenvalues > 1). After exploring 4 factor structure according to previous study results, factor 1 showed good agreement but other factors did not. Confirmatory factor analysis(CFA) showed poor fit of 4 factor model to data. In the further study, it may be considered to model that has unidimensional factor structure.

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Factors Affecting the Use of ICT in Resolving Work of Community Officers in Vietnam

  • Truong Tuan, LINH;Nguyen Thi Thanh, HUYEN
    • The Journal of Asian Finance, Economics and Business
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    • v.10 no.2
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    • pp.313-320
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    • 2023
  • In general, using information and communication technology (ICT) to support problem-solving is becoming increasingly common across various industries, sectors, and regions. However, there have been few analyses on the factors affecting ICT problem-solving among officers working at People's Committees of mountainous communes. Using survey data, exploratory factor analysis (EFA), and multivariable linear regression, this study examined the factors that influence the use of ICT in resolving works among community officers at People's Committees in the Northwest mountainous region of Vietnam. The results showed that three factors with statistical significance affecting the dependent variable are computer skills, gender, and occupation of community officers. Therefore, it is recommended that officers participate in ICT training courses or engage in regular self-study to improve their computer skills and qualifications. Both men and women should also prioritize the use of ICT equipment. The study also found that officers in managerial positions were more likely to use ICT for problem-solving than their counterparts. However, some factors that affect the use of ICT were not identified in this study, leaving room for further research.

A Cross-Validation of the Korean Version of the Revised Memory and Behavioral Problems Checklist(K-RMBPC): Exploratory and Confirmatory Analyses ("한국형 기억 및 행동문제 개정점검표(Korean Version of the Revised Memory and Behavioral Problems Checklist: K-RMBPC)"의 타당화를 위한 탐색적 연구)

  • Lee, Min-Hong;Yoon, Eun-Kyung
    • Korean Journal of Social Welfare
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    • v.59 no.2
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    • pp.65-88
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    • 2007
  • This study evaluates psychometric properties of the Revised Memory and Behavioral Problems Checklist(RMBPC) in Korean version. The sample includes 387 South Korean family caregivers who provide the majority of day to day tasks and emotional care for their older family members with physical and/or cognitive disabilities. The psychometric properties of the RMBPC are verified by item analysis, exploratory factor analysis(EFA) & confirmatory factor analysis(CFA). For cross-validity, the randomly divided two samples are used: one sample for EFA(n=193, 387/2) and the other sample for CFA(n=194, 387/2). The internal consistency of the K-RMBPC is excellent, and the convergent and criterion-related validity of the K-RMBPC with related variables is empirically confirmed. An EFA based on the Principal Component Analysis(PCA) method with varimax rotation explains 65.85% of variance accounted for by the three factors. A CFA also verifies that the model fit was acceptable. The shorter Korean version of the RMBPC is found reliable and valid. The translated checklist would be very useful for clinical and research settings by (a) focusing on observable, conceptually relevant, potentially modifiable behaviors and (b) using objective criteria within a self-administered framework, to enable clinicians and researchers to pinpoint areas of disturbance and target intervention goals for patients and caregivers in a cost-effective manner.

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