• Title/Summary/Keyword: Mediation using Multiple Regression

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Analysis of Multiple Mediation Effects of Job Satisfaction and Job Commitment in Relationship of Job Stress on Safety Compliance and Participation Behaviors (직무 스트레스가 안전 순응 및 참여 행동에 미치는 영향 관계에서 직무 만족과 직무 몰입의 다중 매개 효과 분석)

  • Ji-sook Lee;Seung-Yong Ok
    • Journal of the Korean Society of Safety
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    • v.39 no.1
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    • pp.114-122
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    • 2024
  • This study aimed to identify the multiple mediation effects of job satisfaction and job commitment on the relationships between job stress and workers' safety behavior in terms of compliance and participation, in which the multiple mediation effects are a hybrid of parallel and serial mediating relationships. The multiple mediation model was analyzed using the bootstrapping method through the PROCESS macro tool in SPSS. The results showed that job stress negatively affects job satisfaction, job commitment, and workers' safety behavior, and the relationship between job stress and safety behavior is mediated by both job satisfaction and job commitment. The serial mediation effects of job satisfaction and job commitment were also found to be statistically significant in the regression relationship between job stress and safety behavior. Further analysis of the compliance and participation subdimensions of safety behavior showed similar results. Specifically, the serial mediation effects of job satisfaction and job commitment on participation and compliance behavior were further supported; however, the mediation effect of job satisfaction was not significant, whereas that of job commitment did remain significant. Further research is needed to determine if the mediation effect of job satisfaction found in this study can be extended and generalized to workers in various fields and industries.

Moderation and Mediation Effects of Self-efficacy and Perceived Behavioral Control on the Relationship between Knowledge of and Compliance with Handwashing in Nursing Students (간호대학생의 손씻기 지식과 수행의 관계에서 자기효능감과 지각된 행위통제의 조절 및 매개효과)

  • Park, Soonjoo
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.24 no.3
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    • pp.219-229
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    • 2017
  • Purpose: The aim of this study was to examine the relationship between handwashing knowledge and handwashing compliance in nursing students and to identify the moderation and mediation effects of self-efficacy and perceived behavioral control on the relationship. Methods: The participants were 172 nursing college students who completed the self-report measures. Data were analyzed using t-test, ANOVA, and Pearson correlation coefficient, Multiple regression analysis was used to test moderation and mediation effects. Results: The score for knowledge of handwashing was higher in participants who had completed fundamentals of nursing practicum (t=-6.54, p<.001) and the score for compliance with handwashing was higher in participants who had completed clinical practicum (t=-3.81, p<.001) or fundamentals of nursing practicum (t=-5.97, p<.001). Self-efficacy showed a significant moderation effect (z=2.21, p=.027) but not a mediation effect while perceived behavioral control had a significant mediation effect but not a moderation effect on the relationship between knowledge of handwashing and compliance. Conclusion: Findings indicate that clinical practicum and fundamentals of nursing practicum were helpful to nursing students in acquiring knowledge and in practicing proper handwashing technique. These findings suggest that continuing and repetitive education programs on handwashing need to be enhanced and strategies to strengthen self-efficacy and perceived behavioral control need to be included in education programs.

Factors associated with Interpersonal Relationship Ability and Academic Achievement of Nursing Studentes: A Mediation Effect of Smartphone Addiction (간호대학생의 대인관계 능력과 학업 성취도의 영향요인; 스마트폰 중독의 매개효과)

  • Hyeon, II-Seon;Lee, So-young
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.4
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    • pp.343-349
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    • 2021
  • This study aimed to investigate the effect of smart-phone addiction on the between interpersonal relationship ability and academic achievement among nursing students. The study is a cross-sectional survey and the participants were 160 students from one university located in G city. Data were analyzed by descriptive statistics, t-test, ANOVA, Pearson's correlation, and multiple regression and Sobel test to test the significance of a mediation effect using SPSS 25 software. Results of the multiple regression were that smartphone addiction, had a significant negative effect on interpersonal relationship ability and academic achievement in nursing students. These findings imply that cinterpersonal relationship ability is important to improve the level of academic achievement in nursing students. This study highlights the value of interpersonal relationship ability and the need to develop various convergence education strategies to promote smartphone addiction managment way to cultivate nursing students' academic achievement.

Relationship between Levels of Problem Gambling and Stress among Gambling Addicts: The Multiple Mediation Effects of the Basic Psychological Needs (도박중독자의 문제도박 수준과 스트레스와의 관계: 기본심리욕구의 다중매개효과)

  • Kim, Jae-Hwan;Jang, Sung-ho;Shin, Sung-man
    • Korean Journal of Culture and Social Issue
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    • v.28 no.1
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    • pp.43-59
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    • 2022
  • This study conducted a multiple mediation analysis using sub-factors of basic psychological needs (BPNs) as mediators in the relationship between problem gambling and stress of gambling addicts to confirm that BPNs and stress, which affect gambling addiction, may be the result of problem gambling and to find effective intervention strategies. A total of 206 adults gambling addicts were screened by using CPGI. Descriptive statistics, correlation, hierarchical regression, and mediation analysis were conducted. Hierarchical regression analysis results yielded that problem gambling and sub-factors of BPNs were significant predictors of stress when controlling for gender and debt. The sub-factors of BPNs mediated the relationship between problem gambling and stress. These results indicated that BPNs and stress are not only the causes of gambling addiction but also the results from the harmful consequences of gambling addiction. The study supported the possibility of the psychological process of "Deficits of BPNs (of gambling users) → stress (of gambling users) → problem gambling → gambling addiction (of gambling addicts) → problem gambling → Deficits of BPNs (of gambling addicts) → stress (of gambling addicts)" among the variables and provided clinical implications for problem gambling counseling. Lastly, the limitations of this study and suggestions for further study were discussed.

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 Relationship among Practical Teaching Competence, Theoretical Teaching Competence, and Teaching Efficacy of Practical Arts (Technology and Home Economics Education) Teachers (실과(기술·가정) 교사의 실천적 교수역량, 이론적 교수역량과 교수효능감의 관련성 분석)

  • Kim, EunJeung
    • Human Ecology Research
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    • v.57 no.3
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    • pp.383-393
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    • 2019
  • This study examined the association among practical teaching competence (PTC) and teaching efficacy (TE), and explored the mediation effects of theoretical teaching competence (TTC) between the PTC and TE of Practical Arts (Technology and Home Economics Education) teachers. Data were collected from the 301 survey responses completed by elementary, middle, and high school teachers. All teachers showed high levels of PTC, TTC, and TE. Elementary school teachers perceived higher PTC than middle and high school teachers. PTC, TTC, TE showed significant effect in regards to teacher's age and teaching career. Using multiple regression analysis, this study found that TTC fully mediated PTC and TE of elementary school teachers. For middle and high school teachers, there was a partial mediation effect of TTC in the relationship between PTC and TE. This study suggests that teacher education programs should develop a program that can enhance teaching efficacy by cultivating TTC and support teachers who want to strengthen competence, and more practical opportunities to practice teaching.

The Effects of Children's Self-Esteem on Their School Adjustment: Focusing on the Mediation of Peer Attachment (초등학생의 자아존중감이 학교생활적응에 미치는 영향: 또래애착의 매개효과를 중심으로)

  • Kwon, Hye Jin;Sung, Mi Young
    • Human Ecology Research
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    • v.52 no.4
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    • pp.395-403
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    • 2014
  • The purpose of this study was to analyze the effects of children's self-esteem on their school adjustment, focusing on the mediation of peer attachment. A total of 2,200 3rd grade children from the third Korea Child-Adolescent Panel Survey participated in this study. The instruments used in this study were the Self-esteem Scale, Peer Attachment Scale, and School Adjustment Scale. The collected data were analyzed by using a Student's t -test, Pearson's partial correlation, simple regression, and hierarchical multiple regression with SPSS ver. 16.0 software. The main results of this study are as follows: first, the boys had higher self-esteem, peer attachment, and school adjustment scores than the girls. Second, there was a significant positive correlation between children's self-esteem and peer attachment as well as a significant positive correlation between children's self-esteem and school adjustment. Further, there was a significant positive correlation between children's peer attachment and school adjustment. Finally, children's self-esteem exerted positive effects on their peer attachment, and children's peer attachment had a positive influence on their school adjustment. The effect of children's self-esteem on their school adjustment was partially mediated by their peer attachment. These findings provide preliminary evidence that the relationships between children's self-esteem and school adjustment may be mediated by their peer attachment.

Influence of Verbal Violence Experienced by Nurses on Organizational Commitment: Focus on the Mediating Effects of Resilience (간호사가 경험한 언어폭력이 조직몰입에 미치는 영향: 회복탄력성의 매개효과 중심으로)

  • Yun, Mi Soon;Lee, Miyoung
    • Journal of Korean Clinical Nursing Research
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    • v.26 no.1
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    • pp.1-9
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    • 2020
  • Purpose: This study was conducted to provide fundamental data on increasing organizational commitment of clinical nurses by verifying the mediation effects of resilience in the correlation between the verbal violence experienced by nurses and their organizational commitment. Methods: Participants were 167 nurses working in 2 university hospitals and 3 general hospitals located in D city Nurse managers were excluded. Data were analyzed using t-test, ANOVA, Pearson's correlation coefficient, and multiple regression analysis based on the three-step mediation effect verification procedures proposed by Baron and Kenny. SPSS 24.0 program was used. The significance of mediation effect was verified by performing the Sobel test. Results: The resilience was confirmed to have a partial mediating effect in the relationship between verbal violence experience and organizational commitment (β=.25, p=.001), and verified by Sobel test (Z=-1.95, p=.026). Conclusion: The results verifiying that verbal violence experience, organizational commitment, and resilience are correlated with each other, and showing that the organizational culture needs to be improved and the hospital environment needs to be changed to decrease verbal violence experiences and increase resilience in order to enhance organizational commitment.

Effects of Second Victim Experiences after Patient Safety Incidents on Nursing Practice Changes in Korean Clinical Nurses: The Mediating Effects of Coping Behaviors (환자안전사건과 관련된 임상간호사의 이차피해경험이 간호실무변화에 미치는 영향: 대처의 매개효과)

  • Jeong, Seohee;Jeong, Seok Hee
    • Journal of Korean Academy of Nursing
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    • v.51 no.4
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    • pp.489-504
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    • 2021
  • Purpose: This study was investigated the mediating effect of coping behaviors in the relationship between the second victim experiences after patient safety incidents and the nursing practice changes. Methods: A cross-sectional survey was performed using structured questionnaires. Participants were 218 clinical nurses in general tertiary hospitals in South Korea. Data were collected through an online survey and snowball sampling from August 11 to September 6 2020. Data were analyzed using SPSS 23.0 program. A mediation analysis was performed using multiple regression and a simple mediation model applying the PROCESS macro with 95% bias-corrected bootstrap confidence interval. Results: The mean scores of second victim experiences was 3.41/5. Approach coping (β = .55, p < .001) and the avoidant coping (β = - .23, p = .001) showed mediation effects in the relationship between second victim experiences and constructive change in nursing practice. Avoidant coping (β = .29, p < .001) showed a mediation effect in the relationship between second victim experiences and defensive change in nursing practice. Conclusion: Coping behaviors has a mediating effect on the relationship between second victim experiences and nursing practice changes. To ensure that nurses do not experience second victim, medical institutions should have a culture of patient safety that employs a systematic approach rather than blame individuals. They also need to develop strategies that enhance approach coping and reducing avoidant coping to induce nurses' constructive practice changes in clinical nurses in experiencing second victims due to patient safety incidents.

The Impact of the Motives of College Students for Choosing Majors on Career Decision-Making -Using Self-efficacy as a Mediation Effect (대학생들의 전공선택동기가 진로의사결정에 미치는 영향 -진로자기효능감을 매개효과로)

  • Kim, Sook-Ja
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.11 no.3
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    • pp.221-228
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    • 2018
  • This study aimed to analyze the impact of the motives of college students for choosing majors on career decision-making with self-efficacy used as a mediation effect, and to utilize the results as data for career counseling for college students. To do so, a research survey was conducted from November 1, 2017 to November 30, 2017, and based on the non-random convenience sampling technique, questionnaires were distributed to 1,300 students (2nd, 3rd, and 4th-year students) of five 4-year universities located in G Province. For frequency analysis and hypothesis testing, a multiple regression analysis and 3-step mediation effect analysis were used and the results of the analyses were as follows. The results of the analysis of the mediation effect of career self-efficacy on the impact of intrinsic motive on planning style showed that goal selection had a complete mediation effect. Given these results, it is necessary that educational institutions and society provide students, even during middle and high school years, with opportunities to discover their aptitudes and interests, and an educational system should be established to pave the way for students to be well prepared for and make decisions about the work they will do.