• Title/Summary/Keyword: Moderated Multiple Regression

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The moderating effects Analysis of followership according to the MMR & SEM methods to leadership and empowerment in IT SMEs (IT중소기업의 리더십과 임파워먼트에서 MMR과 SEM 검증방법에 따른 팔로워십 조절효과분석)

  • Lee, Yeong Shin;Park, Jae Sung
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.8 no.3
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    • pp.199-212
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    • 2012
  • This study focuses on the influence of followership on leadership and empowerment, and to verify based on the control variables taken in IT SME's to enhance competitiveness through innovation and improvement plan that have been taken. Because there can be a lot of information to be taken, the laws of Moderated Regression Multiple analysis(MMR) were used. Amos, due to the moderating effect of Structural Equation Modeling(SEM) has been employed to re-verify the results seen with Moderated Regression Multiple analysis. The paper focuses on determining whether transformational leadership or transactional leadership is effective as shown by the levels of empowerment derived from these two types of leadership under study. As a result, both the Moderated Regression Multiple analysis and structural equation model searched information on transformational and followership for empowerment having moderating effects. In the Moderated Regression Multiple analysis, results showed that empowerment for leadership in business in the regulation of followership role appeared not to be seen. However, using the structural equation modeling, moderating effects have been found.

A Study on the Influence of Job Characteristics Perceived by Nurses on Their Job Satisfaction and Organizational Commitment : Focusing on Moderating Effect of Individual Personality Characteristics (간호조직에서 직무특성이 간호사의 직무만족과 조직몰입에 미치는 영향 - 성격특성의 조절효과를 중심으로 -)

  • 김명숙;박영배
    • Journal of Korean Academy of Nursing
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    • v.29 no.6
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    • pp.1434-1444
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    • 1999
  • The purpose of this study was to investigate the influence of job characteristics on the nurses' the moderating effect of locus of control on the job satisfaction and organizational commitment and relationship between job characteristics and attitude. The sample for this study consisted of 594 nurses from 8 university hospitals. Factor analysis, Cronbach's alpha analysis, multiple regression analysis and hierarchical multiple regression analysis were used for the statistical methods. The results of this study were found that (1) autonomy among 5 core job characteristics showed positive influence on job satisfaction, (2) task significance and autonomy among 5 core job characteristics had positive influence on organizational commitment, (3) the internals of locus of control moderated the effect of job characteristics on nurses' job satisfaction, and (4) internals and externals of locus of control moderated the effect of job characteristics on nurses' organizational commitment.

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The Analysis of the Mediating and Moderating Effects of Perceived Risks on the Relationship between Knowledge, Feelings and Acceptance Intention towards AI (인공지능에 대한 지식, 감정, 수용의도 관계에서 위험인식의 매개 및 조절효과 분석)

  • Hwang, SeoI;Nam, YoungJa
    • The Journal of the Korea Contents Association
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    • v.20 no.8
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    • pp.350-358
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    • 2020
  • The objective of this empirical study is to examine the mediating and moderating effects of perceived risks on the relationship between knowledge, feelings and acceptance intention towards AI. Subjects in their teens to forties were surveyed and the final sample comprised 1,969 subjects. Data were analyzed using Mediation using Multiple Regression and Moderated Multiple Regression. Results showed that people's knowledge and feelings towards AI affected their acceptance intention of AI. Results also showed that the perceived risks of AI partially mediated and moderated the relationship between feelings and acceptance intention towards AI and moderated but not mediated the relationship between knowledge and acceptance intention towards AI. Overall, these results suggest that people's perceived risks of AI are associated more strongly with their feelings towards AI than their knowledge towards AI. Implications and directions for future research were discussed in relation to increasing general population's acceptance intention towards AI.

The Moderating Effect of Activation Factors : An Empirical Study on the Motivation of Co-creation Participation (공동가치창출을 위한 활성화 정책이 참여 동기에 미치는 조절 효과 분석)

  • Kim, Na-Rang;Hong, Soon-Goo;Kim, Jong-Ki
    • Journal of Digital Convergence
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    • v.14 no.5
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    • pp.227-236
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    • 2016
  • Co-creation is an important approach to innovation that uses internal and external sources for value creation. This study identified the effects of intrinsic motivation, extrinsic motivation, and the moderating effects of activation factors using multiple regression and moderated multiple regression. To this end, 181 usable questionnaires were collected and analyzed. The result of analysis showed that intrinsic motivation had the significant meaning and the moderating effects of activation factors on the relationship between extrinsic motivation and co-creation participation exist. Companies may use this result to activate the co-creation participation of the customer. The future study analyzed by survey responses in multiple layers will improve the generalization of the study.

An Impact Analysis and Prediction of Disaster on Forest Fire

  • Kim, Youn Su;Lee, Yeong Ju;Chang, In Hong
    • Journal of Integrative Natural Science
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    • v.13 no.1
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    • pp.34-40
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    • 2020
  • This study aims to create a model for predicting the number of extinguishment manpower to put out forest fires by taking into account the climate, the situation, and the extent of the damage at the time of the forest fires. Past research has been approached to determine the cause of the forest fire or to predict the occurrence of a forest fire. How to deal with forest fires is also a very important part of how to deal with them, so predicting the number of extinguishment manpower is important. Therefore predicting the number of extinguishment manpower that have been put into the forest fire is something that can be presented as a new perspective. This study presents a model for predicting the number of extinguishment manpower inputs considering the scale of the damage with forest fire on a scale bigger than 0.1 ha as data based on the forest fire annual report(Korea Forest Service; KFS) from 2015 to 2018 using the moderated multiple regression analysis. As a result, weather factors and extinguished time considering the damage show that affect forest fire extinguishment manpower.

The Impact of Value Inclination of SME Members on Organizational Citizenship Behavior: Focusing on the Role of Job Satisfaction and Perceived Organizational Support

  • KIM, Hee-Sung;HONG, In-Gi;YANG, Hoe-Chang
    • The Journal of Industrial Distribution & Business
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    • v.10 no.7
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    • pp.29-37
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    • 2019
  • Purpose - The purpose of this paper is to find out a range of cues that trigger employees to willingly make efforts for corporate development in small and medium enterprises. This was determined by assessing the effects of employees' value inclination on their job satisfaction and organizational citizenship behavior as well as how they perceived their organizational support. Research design, data, and methodology - A total of 126 valid questionnaire sheets collected from SME employees were analyzed with SPSS 24.0 and AMOS 24.0 involving simple regression analysis, multiple regression analysis, hierarchical moderated regression analysis and 3-step mediated regression analysis. Results - The analyses highlighted employees' personal value inclination had positive effects on their job satisfaction, which in turn enhanced their organizational citizenship behavior. Meanwhile, individualist and collectivist inclination exerted greater effects on job satisfaction and organizational citizenship behavior, respectively. The study also revealed that perceived organizational support moderated the relationship between job satisfaction and organizational citizenship behavior. Conclusion - Hence, CEOs in SMEs should avert any dichotomous analysis of their employees' value inclination, respect their personal value inclinations and also apply factors that could raise their job satisfaction. Likewise, it was shown that SME employees need to make personal efforts for organizational development.

The Bioecological Variables Affecting Children's Multiple Intelligences - With a Focus on Child's Temperament, Mother's Parenting Style and Goodness of Fit - (유아의 다중지능과 관련된 생물생태학적 변인 연구 - 유아의 기질 및 어머니의 양육태도, 조화적합성을 중심으로 -)

  • Suh, Joo-Hyun;Yi, Soon-Hyung
    • Journal of Families and Better Life
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    • v.27 no.6
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    • pp.229-242
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    • 2009
  • This study investigates how bioecological variables affect the child's multiple intelligence through independent and interactional ways. The subjects of this study were 147 pairs of 5-year-old children and their mothers, and the Project Spectrum was employed to measure multiple intelligences. Each mothers was asked to answer a questionnaire on her child's temperament, her maternal parenting style, 'goodness of fit' and 'the fit of child's intelligence'. Data were analyzed using a factor analysis and a hierarchical multiple regression with SPSS WIN 15.0. The main findings were as followings; First, 'the goodness of fit' to the child's temperament moderated the effect of a maternal parenting style that would foster child's dependency on the mathematical intelligence through interaction. 'The fit of child's intelligence' also moderated the effect of maternal positive parenting style to the child's mathematical intelligence. Second, in language intelligence, girls were more verbally intelligent than boys. In that regard, because the sex variable entails a combination of both inherent attribute and social-cultural effects, that result can be interpreted as an interaction between the individual and the environment. Lastly, a maternal parenting style that would foster child's dependency moderated the effect of the child's regular temperament on interpersonal intelligence. This means that the child's regular temperament can be a protective factor for the negative effect of a maternal parenting style that would foster child's dependency This study suggests that interactional factors such as 'goodness of fit' should be considered in studies involving children.

Factors affecting on life satisfaction of university students : Focusing on the moderating effects of ego-resilience (대학생의 삶의 만족도에 영향을 미치는 변인 분석 : 자아탄력성의 조절효과를 중심으로)

  • Kim, Young-Hee;Koh, Tae-Soon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.10
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    • pp.481-489
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    • 2016
  • This study examined the relationships among stress, childhood traumatic experience, ego-resilience, and life satisfaction of university students to explore the moderating effects of ego-resilience on those variables. The survey participants were 459 university students in Gyeonggi province. The collected data were analyzed using frequency, Pearson correlation coefficient, stepwise multiple regression, and moderated multiple regression by SPSS. The results were as follows. Stress, childhood traumatic experience and ego resilience had correlations with the life satisfaction. Ego resilience and stress were significant effective variables on the life satisfaction. Moderated multiple regression analysis also showed that a positive future orientation, which is a sub factor of ego-resilience, influenced the stress level. Based on these findings, it is important to lower the stress levels to increase the students' life satisfaction level. To do so, a strategy to enhance the positive future orientation is recommended.

A Study of the Measurement of Personal Activity on Online Marketing: Focus on SNS (온라인 마케팅 활동성 측정에 대한 연구- SNS 사용자 활동을 중심으로)

  • Kim, Sooeun;Kim, Eungdo
    • Knowledge Management Research
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    • v.16 no.3
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    • pp.81-102
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    • 2015
  • With the rapid development of digital media, there has been a huge change in a way of communication, a process of information diffusion and a role of traditional media. Not like mass media, social media enables users to generate and tap into the opinions of a larger world. From that reason, social media is impacting marketing strategies. However, still social media marketing researches just focus on case study, analysis of users motivation or analysis of power user's usage pattern. Word-of-mouth has always been important especially in marketing area. In social media, word-of-mouth depends on each user that's why this research focuses on individual user's activity in SNS. I defined 4 factors (produce, diffusion, network size, activity of network size enlarge) that are effect on activity and verified hypothesis by multiple regression analysis, hierarchical regression analysis and moderated multiple regression.

An Effect of Personal Assistance Services for the Disabled Persons upon the Burdens of Raising a Family - Focusing on Family Resilience Control Effect - (활동보조서비스가 가족부양부담에 미치는 영향 -가족탄력성 조절효과-)

  • Shin, Jun Ok
    • 재활복지
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    • v.18 no.4
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    • pp.95-117
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    • 2014
  • This study aims to examine the effects of personal assistance services(physical activity support, homemaking activity support, social activity support) on caregiver burden and determine whether family resilience(family belief system, family cohesion, interaction) has a moderating effect between personal assistance services and caregiver burden, thereby presenting a reference data which can be used to seek a practical measure for handicapped welfare. This study was conducted on 200 primary caregivers with disabled family members of rank 1 or 2 in east, west, south, and north Gyeonggi-do using personal assistance services. Data was collected in 2013 from April 1 to May 15, and was analyzed using the SPSS 19.0 statistics program in which a moderated multiple regression analysis based on exploratory factor analysis, confirmatory factor analysis, and hierarchical regression analysis was performed. The primary conclusions of this study were as follows; First, the use of physical activity support was showed to have a positive effect in reducing family burden related to disabled care. Second, personal assistance services exhibit significant moderator effects related to family burden in family belief systems and family cohesion.