• Title/Summary/Keyword: Moderated multiple regression

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A Study on the Relationship between Transformational Leadership and Organizational Commitment in Nursing Organization : Focusing on Moderating Effect of Career Characteristics (간호사의 변혁적 리더쉽과 조직몰입간의 경력특성의 조절효과)

  • Kim Myoung Sook;Park Young Bae
    • Journal of Korean Public Health Nursing
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    • v.15 no.1
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    • pp.13-26
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    • 2001
  • Today's health care environment is rapidly changing and nurse administrators' transformational leadership needs to practice in nursing organization to achieve organizational objectives. Transformational leadership is related to the job satisfaction, productivity, and organizational commitment. This study investigated the effect of transformational leadership and carreer characterics on nurses' organizational commitment. The sample for this study consisted of 594 nurse from 8 large Korean hospitals. The factor analysis Cronbach's alpha analysis, Pearson correlation analysis, multiple regression analysis and hierarchical multiple regression analysis were used for the statistical method. The results of this study were found that (1) charisma dimension of transformational leadership has positive influence on nurses' organizational commitment; but another two dimensions (intellectual stimulation and individualized consideration) did not showed significant effect on organizational commitment (2) nurses' career characteristic(age, marital status, education level. work duration, status) moderated the effect of transformational leadership on organizational commitment.

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A Study on the Effect of Transformational Leadership and Personal Characteristics on Job Involvement : Focusing on Nurses in Hospital Organization (간호조직에서 변혁적 리더쉽이 간호사의 직무몰입에 미치는 영향 - 개인특성의 조절효과를 중심으로 -)

  • 김명숙;박영배
    • Journal of Korean Academy of Nursing
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    • v.31 no.4
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    • pp.598-609
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    • 2001
  • Purpose: This study investigated the effect of transformational leadership and individual characteristics on nurses' job involvement. Method: The sample for this study consisted of 594 nurses from 8 large Korean hospitals. The factor analysis was drawn from the Cronbach's alpha analysis, the Pearson correlation analysis, the multiple regression analysis, and the hierarchical multiple regression analysis. Result: This study found that; (1) charisma dimension of transformational leadership has positive influence on job involvement; but intellectual stimulation and individualized consideration did not showed significant effects on job involvement (2) nurse individual characteristics (age, marital status, educational level, tenure, position) moderated the effect of transformational leadership on job involvement. Conclusion : Therefore, to improve job involvement nurses are required to apply the charisma dimension of transformational leadership in hospital organization.

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The Relationship Between Hand Grip Strength and Cognitive Function in Older Adults: The Moderating Effect of Regular Exercise (노인의 악력과 인지기능의 관계 - 규칙적 운동의 조절효과를 중심으로 -)

  • Lee, Sungeun
    • The Korean Journal of Community Living Science
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    • v.25 no.1
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    • pp.29-37
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    • 2014
  • This study examines whether regular exercise moderates the relationship between hand grip strength and cognitive function in older adults. Older adults 65 and over from the third wave of the Korean Longitudinal Study of Ageing Data were analyzed. A moderated multiple regression analysis was conducted to assess the moderating effects of regular exercise on the relationship between hand grip strength and cognitive function. According to the results, regular exercise moderated the effects of hand grip strength on cognitive function, suggesting that regular exercise should be promoted for older adults to reduce unfavorable effects of a decrease in hand grip strength on cognitive function.

The Moderated Effects of Self-control on the Relationship between Excessive Use of the Internet and the Stress Levels of Elementary School Children (초등학생의 인터넷 과다 사용과 스트레스와의 관계에 대한 자아통제력의 중재효과)

  • Cho, Song-Yon
    • Korean Journal of Child Studies
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    • v.31 no.5
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    • pp.47-61
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    • 2010
  • This study examined the moderated effects of self-control on the relationship between elementary school children's excessive use of the Internet and their stress levels. The participants were 403 elementary school children from Chungnam-do. The instruments used were the 'Internet Addiction Autodiagnosis Scale (K-Scale)', the 'Stress Scale' and the 'Self-control Rating Scale'. The collected data were analyzed by t test, F test and the Scheffe test for a post hoc test, Pearson's partial correlation and stepwise multiple regression, and Cronbach's ${\alpha}$ for reliability by SPSS program (17.0 version). The results were as follows : First, it was found that there were significant differences in terms of excessive use of the Internet, stress levels, and self-control by gender, grade, academic achievement, the beginning year of first Internet access and the number of hours of Internet usage hours per day. Second, there were significant positive correlations between excessive use of the Internet (r = .40, p < .001) and stress levels (r = .44, p < .001) and the immediate satisfaction of self-control. Finally, the immediate satisfaction of self control was seen to moderate the relationships between the total scores for the excessive use of the Internet and stress levels and between withdrawal of excessive use of the Internet and the accompanying stress levels.

Moderated Effects of Coping Strategies in the Relation between Life Stress and Psychological Well-being in University Students (대학생의 생활스트레스와 심리적 안녕감과의 관계에서 대처전략의 조절효과)

  • Lee, Eun Sook
    • Journal of Korean Public Health Nursing
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    • v.30 no.3
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    • pp.470-482
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    • 2016
  • Purpose: The purpose of this study was to investigate the moderated effects of coping strategies in the relationship between life stress and psychological well-being in university students. Methods: Self-report questionnaires were used to collect the data from 278 university students. The data were analyzed using descriptive statistics, pearson correlation coefficient and hierarchial multiple regression. Results: Psychological well-being is negatively associated with life stress and avoidance coping, and positively associated with problem solving coping. Results showed that there were significant moderated effects of coping strategies in the relationship between life stress and psychological well-being. Under high life stress levels with high problem solving coping and low avoidance coping, there was a high level of psychological well-being. Moreover, life stress and coping strategies interacted well with each other to affect psychological well-being. A negative correlation between life stress and psychological well-being was remarkable for the high problem solving coping group and high avoidance coping group. Conclusion: The study results suggest that in order to improve psychological well-being, it is necessary to provide intervention programs to promote problem solving coping and to reduce the avoidance coping for university students.

The relationships of perceived susceptibility, perceived severity, and subjective norms with COVID-19 preventive behaviors: a secondary data analysis comparing adolescents and emerging adults in South Korea

  • Sunhee Park;Sumi Oh
    • Child Health Nursing Research
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    • v.29 no.2
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    • pp.149-160
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    • 2023
  • Purpose: Based on the health belief model and theory of planned behavior, this study investigated how age group (adolescence and emerging adulthood) moderated the relative effects of perceived susceptibility, perceived severity, and subjective norms on preventive behavior against coronavirus disease 2019 (COVID-19). Methods: This secondary data analysis utilized data from adolescents (n=272) and emerging adults (n=239). Hierarchical multiple regression analysis was performed to test the moderating effect of age group on the relationships among variables. Results: Higher perceived susceptibility (β=.21, p<.001), perceived severity (β=.14, p=.002), subjective norms (friends) (β=.26, p<.001), subjective norms (parents) (β=.44, p<.001), and subjective norms (schools) (β=.28, p<.001) enhanced COVID-19 preventive behaviors. Moderated regression analysis showed that subjective norms (friends and school) impacted preventive behavior in adolescents more than in emerging adults. Conclusion: Given the need to increase perceived susceptibility and severity among adolescents and emerging adults, these findings provide baseline data for designing effective COVID-19 prevention interventions that consider the developmental characteristics of different age groups. Interventions by health centers at universities can strengthen COVID-19 preventive behavior among emerging adults. As adolescents are influenced by friends, their peer roles must be strengthened to enhance adherence to COVID-19 preventive guidelines.

The Influence of Customer Satisfaction on Customer Loyalty and the Moderating Effect of Gender (항공서비스에 대한 고객만족이 거래지속의도에 미치는 영향에 있어서 성별의 역할)

  • Kim, Moon-Seop
    • Journal of Distribution Science
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    • v.14 no.10
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    • pp.73-79
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    • 2016
  • Purpose - Customer satisfaction has been considered important as a way to retain current customers. Specifically, the retention of current customers through customer satisfaction has been considered important in an industry where competition between companies is fierce. Major Korean airlines have confronted fierce competition with the growth of low cost carriers (LCCs). In order to survive, these airlines need to retain their customers. This research aims to investigate the relationships between customer satisfaction and the customer intention to remain loyal. Moreover, this study examines how the influence of customer satisfaction on customer loyalty is moderated by gender. Research design, data, and methodology - A regression model is developed in which customer satisfaction, gender, and an interaction of satisfaction and gender are predictors and the customer's intention to remain loyal is a dependent variable. To analyze this research model, data were collected from 402 university students taking a marketing class in universities in Seoul, Chung-Cheong province, and Kangwon province. After eliminating data from students who had never flown and data with missing values, a final sample of 201 was analyzed. The hypotheses were tested using SPSS 21.0. Internal reliability was supported by the results of Cronbach's α. Multiple regression was performed. Results - Empirical results showed that customer satisfaction toward the airline's service had a positive influence on the customer intention to remain loyal to the airlines. Moreover, this influence was moderated by gender. More specifically, a male customer's intention to remain loyal was more determined by his satisfaction toward airline service than a female customer's. Conclusions - This research contributes to the aviation service marketing literature by showing how customer satisfaction influences customer intention to remain loyal and how this influence is moderated by gender. More specifically, male customer loyalty is more determined by airline service satisfaction than female customers. These results have manager implications for major Korean airlines in terms of customer satisfaction and gender as ways to enhance customer retention.

Influence on College Students' Depression of Anxiety, Unemployment Stress, and Self-esteem - Moderating Effect of Resilience - (대학생의 불안, 취업스트레스 및 자아존중감이 우울에 미치는 영향 -회복탄력성의 조절효과-)

  • Choi, Seung-Hye;Lee, Haeyoung
    • The Journal of the Korea Contents Association
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    • v.14 no.10
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    • pp.619-627
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    • 2014
  • The purpose of this study is to investigate the levels of depression of the college students, and correlation of depression and anxiety, unemployment stress, self-esteem, and finally to explore the moderating effect of resilience between those variables. The participants of the survey were 298 college students. The data were analyzed with t-test, ANOVA test, Pearson correlation coefficient, and moderated multiple regression by SPSS Win 18.0. The major findings were as follow; students appear to have more depression when they are female, in 1st, 2nd, 4th grades than 3rd grade, and in a low economical status. Students' depression had a positive correlation with anxiety and unemployment stress, and had a negative correlation with self-esteem, resilience. In moderated multiple regression analysis, self-esteem and anxiety were influenced by resilience such as self-control ability. Therefore, the intervention strategies for decreasing depression of college students should include development of resilience, especially self-control ability in specific, besides control of the anxiety and unemployment stress.

Price Determinant Factors of Artworks and Prediction Model Based on Machine Learning (작품 가격 추정을 위한 기계 학습 기법의 응용 및 가격 결정 요인 분석)

  • Jang, Dongryul;Park, Minjae
    • Journal of Korean Society for Quality Management
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    • v.47 no.4
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    • pp.687-700
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    • 2019
  • Purpose: The purpose of this study is to investigate the interaction effects between price determinants of artworks. We expand the methodology in art market by applying machine learning techniques to estimate the price of artworks and compare linear regression and machine learning in terms of prediction accuracy. Methods: Moderated regression analysis was performed to verify the interaction effects of artistic characteristics on price. The moderating effects were studied by confirming the significance level of the interaction terms of the derived regression equation. In order to derive price estimation model, we use multiple linear regression analysis, which is a parametric statistical technique, and k-nearest neighbor (kNN) regression, which is a nonparametric statistical technique in machine learning methods. Results: Mostly, the influences of the price determinants of art are different according to the auction types and the artist 's reputation. However, the auction type did not control the influence of the genre of the work on the price. As a result of the analysis, the kNN regression was superior to the linear regression analysis based on the prediction accuracy. Conclusion: It provides a theoretical basis for the complexity that exists between pricing determinant factors of artworks. In addition, the nonparametric models and machine learning techniques as well as existing parameter models are implemented to estimate the artworks' price.

Work-Related Well-Being in the Zimbabwean Banking Sector: A Job Demands-Resources Perspective

  • Ndengu, Tarisayi;Leka, Stavroula
    • Safety and Health at Work
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    • v.13 no.2
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    • pp.220-226
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    • 2022
  • Background: Research on the impact of psychosocial risks on well-being at work remains scarce in low- and middle-income countries, especially in the banking sector. This study sought to examine the relationships between job demands, job resources, well-being, job satisfaction, and work engagement in the Zimbabwean banking sector. Methods: An online survey was administered to 259 employees from five banks. Hierarchical multiple regression tested the relationships between job demands (quantitative demands, emotional demands, work pace, and work-family conflict), job resources (possibilities for development, social support from colleagues and supervisors, quality of leadership, and influence at work), well-being, work engagement, and job satisfaction. Interactions between all variables were tested. Results: Job demands were negatively related to well-being, work engagement, and job satisfaction. Job resources had positive relationships with the same. Work pace had positive relationships with well-being and work engagement. Influence at work moderated the relationship between emotional demands and work pace with well-being. Possibilities for development moderated the relationship between work-family conflict and well-being. Work-family conflict moderated the relationship between social support from colleagues and job satisfaction. Emotional demands, work pace, and quantitative demands moderated the relationship between influence at work with job satisfaction and work engagement. Conclusion: Job demands should be reduced where possible in order to enhance employee well-being, work engagement, and job satisfaction. The job resources that should be availed to facilitate a positive psychosocial work environment in the banking sector include social support from supervisors, influence at work, and possibilities for development.