• Title/Summary/Keyword: 잠재집단 분석

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Trajectories of Mothers' Daily Life Stress and its Association with Early Adolescents' Perceived Neglecting Attitude and Academic Achievements in Multicultural Families: Growth Mixture Modeling (다문화 가정 어머니의 일상생활스트레스 변화 양상에 따른 방임 및 자녀의 학업성취 차이: 성장혼합모형 적용을 중심으로)

  • Yun, Hongju;Choi, Hyo-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.12
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    • pp.348-356
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    • 2019
  • The purpose of this study was to identify latent classes in changes of mothers' daily life stress over six years from multicultural families and to test its relationship with early adolescents' perceived neglecting parental attitudes and their academic achievements. For achieving this purpose, as the study sample 1,039 students were gathered from the 4th grade of elementary school to 3rd grade of middle school, using Growth Mixture Modeling, Multiple Group Analysis, and One-way ANOVA. The results were as follows. First, latent classes of mothers' daily life stress were categorized into three types: high-stable trajectory, moderate-changing trajectory, and low-changing trajectory. Second, these three types showed different characteristics in early adolescents' perceived neglecting parental attitudes and academic achievements. Third, early adolescents' perceived neglecting parental attitude were not significant determinants of the latent classes while academic achievements were. The findings of this study may provide a framework for understanding the relationships among mothers' daily life stress and early adolescents' perceived neglecting parental attitudes and their academic achievements in multicultural families and practical implications for providing social support to overcome daily life stress of mothers in multicultural families.

The latent classes depending on trajectories of intrinsic and extrinsic work values and its relationship with gender, academic achievement, socioeconomic status, career maturity amongst college students (대학생의 내·외재적 직업가치 변화양상 및 잠재집단 유형과 성, 사회경제적 지위, 학업성취, 진로성숙의 관계)

  • Ha, Moonseon
    • Journal of vocational education research
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    • v.33 no.3
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    • pp.57-81
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    • 2014
  • The purpose of this study is to identify the latent classes depending on trajectories of intrinsic and extrinsic work values amongst college students and to test the effects of gender, socioeconomic status, academic achievement and career maturity on determining the latent classes. The results indicated that intrinsic and extrinsic work values, respectively, have two types of latent classes. The latent classes were defined as a increasing group(29.4%) and a slight decreasing group(70.8%) in intrinsic work values, a slight decreasing group(18.1%) and a increasing group(81.9%) in extrinsic work values. It was also found that the higher academic achievement levels were more likely to belong to the increasing group in intrinsic work values, male college students were more likely to belong to the increasing group in extrinsic work values, and the higher socioeconomic status were more likely to belong to the increasing group in extrinsic work values. The findings of this study can enrich future research into career counseling and education of college students and provide basic data for the strategies and intervention of career counseling. Both the implications and limitations of this study were also discussed, along with suggestions for future research.

Detecting types for the influence of math teaching methods perceived by high school students on math self-efficacy: Using REBUS-PLS (고등학생이 지각한 수학 수업방식이 수학자기효능감에 미치는 영향력에 대한 유형탐색: REBUS-PLS를 적용하여)

  • Song, Hyo Seob;Jung, Hee Sun
    • The Mathematical Education
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    • v.61 no.4
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    • pp.613-629
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    • 2022
  • This study explored the heterogeneous latent group on the influence of the learner's perceived math teaching method(instructor-centered, learner-centered) on math self-efficacy. In order to profile the characteristics of the detected latent group, the distribution of variables was confirmed, and multi-group analysis was conducted by SEM. According to the analysis results, two latent groups were detected, and the instructor-type group and the learner-type group were named. As a result of post-hoc analysis, the perception of instructor-centered classes and learner-centered classes, and the perception of math teaching ability were similar between the instructor-type and the learner-type group. But the instructor-type group had higher math self-efficacy, math interest, and math class engagement than the learner-type group. Also, in the instructor-type group, the effect of perception of math teaching ability on math self-efficacy and math class engagement was greater than that of the learner-type group. Whereas, in the learner-type group, the effect of math interest on math self-efficacy and math class engagement was greater than that of the instructor-type group. This study presented a new research method on the influence of math teaching methods on learners by applying the REBUS-PLS method.

Differences in Gender Equality Consciousness between Latent Profiles based on Organizational Culture Types Recognized by Corporate Workers (기업근로자가 인식한 조직문화 유형에 따른 양성평등의식의 차이)

  • Kim, Younga;Lee, Jaeeun
    • The Journal of the Korea Contents Association
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    • v.21 no.7
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    • pp.533-545
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    • 2021
  • This study aimed to examine the differences in gender equality consciousness between latent profiles based on corporate workers' organizational culture types. To achieve the study's purpose, descriptive statistics, correlation analysis, and latent profile analysis (LPA) were conducted using 253 Korean corporate workers' data. As a result of the analysis, the latent profiles of organizational culture recognized by corporate workers were classified into 5 profiles. We named each profile as high compete-low create culture, high compete-low collaborate culture, collaborate culture, high create culture, and high control culture based on each profile's organizational culture perception. The ANOVA test found statistically significant differences between the groups in the gender equality consciousness. This study is meaningful in that it reveals the relationship between the organization culture perception and the gender equality consciousness and suggested implications for the organizational-level intervention to improve the gender equality consciousness. It will provide basic data for your research.

Dual Trajectory Modeling Approach to Analyzing Latent Classes in Youth Employees' Job Satisfaction and Turnover Intention Trajectories (청년 취업자의 직무만족도와 이직의사 변화의 잠재계층에 대한 이중 변화형태 모형의 적용)

  • No, Un-Kyung;Hong, Se-Hee;Lee, Hyun-Jung
    • Survey Research
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    • v.12 no.2
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    • pp.113-144
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    • 2011
  • The purposes of the present study were (1) to identify the latent classes depending on youth employees' trajectories in job satisfaction and turnover intention and (2) to test the effects of person-job fit(major fit, education level fit, skill level fit) on job satisfaction and turnover intention using Youth Panel 2001. In order to estimate latent classes of job satisfaction and turnover intention changes simultaneously and study probabilities linking latent class membership in trajectory across the two variables, we applied dual trajectory model, an extension of semi-parametric group-based approach, Results showed that four latent classes were identified for job satisfaction, which were defined, based on the trajectory patterns, as increasing group, decreasing group, medium-level group, and high-level group. And, three latent classes estimated for turnover intention were defined as low-level group, maintaining group, and rapidly decreasing group. To test the effects of person-job fit variables, we added the variables as time-dependant variables to the unconditional latent class model. The effect of education level fit and skill level fit were found significant in the groups which are low in job satisfaction and have high in turnover intention. Findings from this study suggest the need to consider trajectory heterogeneity in the study of youth employees' job satisfaction and turnover intention to capture the dynamic dimension of overlap between the two constructs.

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Trajectories of Marital Satisfaction of Parent: Relatedness to Behavior Problems of Children (부모의 결혼만족도 변화 유형에 따른 자녀의 문제행동 차이)

  • Yeon, Eun Mo;Choi, Hyo-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.11
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    • pp.375-384
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    • 2020
  • This study examined the trajectories of the marital satisfaction of parents to classify its latent classes and how marital satisfaction influences the behavioral problems of their children between the identified latent classes. The 1st to 8th and 10th data from the Korea Child-Adolescent Panel Survey were analyzed using the latent class growth analysis and BCH method. First, based on the mother's trajectory of marital satisfaction, five latent classes were identified: 'low constant', 'intermediate constant', 'temporary increment-constantly decrement', 'high constant, and 'highest constant'. At the same time, based on the father's trajectory of marital satisfaction, four latent classes were identified: 'increment', 'intermediate-slightly decrement', 'high-slightly decrement', and 'highest constant'. Second, mothers with low marital satisfaction had more children with behavioral problems, and their influence had more problems with internalized behavioral problems. These problems progressed to externalized behavioral problems as they grew. Both internalized and externalized behavioral problems were also found between the identified latent classes of the father's marital satisfaction. Children of fathers with low marital satisfaction showed more behavioral problems. These findings suggest that the marital satisfaction of parents is an important variable that can influence the behavioral problems of their children.

Effect of Latent Class Types of Risk and Protective Factors on the Suicidal Ideation of Family Members Living with Dementia Patients in Community (위험요인과 보호요인의 잠재계층유형이 지역사회 거주 치매 환자 가족의 자살생각에 미치는 영향 연구)

  • Park, Mi Jin
    • 한국노년학
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    • v.38 no.4
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    • pp.1107-1125
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    • 2018
  • The purpose of this study was to present the empirical data for the prevention of suicide by analyzing the group differences according to the types of risk factors and protective factors of family members living with dementia patients and the effects of each type on suicidal ideation. This study investigated the characteristics of suicidal ideation among family members of people living with dementia by using a community health survey. It then investigated the effect of each latent group on the suicidal ideation of family members of people living with dementia. Twenty-four risk and protective factors on suicide ideation were analyzed by using Mplus. The four latent classes were high risk - low protective, high risk - high protective, low risk - high protective and low risk - low protective. Multivariate logistic regression analysis showed that the high risk-low protective factor group had the highest suicidal ideation. Based on these results, practical implications and challenges were presented.

Classification of latent classes and analysis of influencing factors on longitudinal changes in middle school students' mathematics interest and achievement: Using multivariate growth mixture model (중학생들의 수학 흥미와 성취도의 종단적 변화에 따른 잠재집단 분류 및 영향요인 탐색: 다변량 성장혼합모형을 이용하여)

  • Rae Yeong Kim;Sooyun Han
    • The Mathematical Education
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    • v.63 no.1
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    • pp.19-33
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    • 2024
  • This study investigates longitudinal patterns in middle school students' mathematics interest and achievement using panel data from the 4th to 6th year of the Gyeonggi Education Panel Study. Results from the multivariate growth mixture model confirmed the existence of heterogeneous characteristics in the longitudinal trajectory of students' mathematics interest and achievement. Students were classified into four latent classes: a low-level class with weak interest and achievement, a high-level class with strong interest and achievement, a middlelevel-increasing class where interest and achievement rise with grade, and a middle-level-decreasing class where interest and achievement decline with grade. Each class exhibited distinct patterns in the change of interest and achievement. Moreover, an examination of the correlation between intercepts and slopes in the multivariate growth mixture model reveals a positive association between interest and achievement with respect to their initial values and growth rates. We further explore predictive variables influencing latent class assignment. The results indicated that students' educational ambition and time spent on private education positively affect mathematics interest and achievement, and the influence of prior learning varies based on its intensity. The perceived instruction method significantly impacts latent class assignment: teacher-centered instruction increases the likelihood of belonging to higher-level classes, while learner-centered instruction increases the likelihood of belonging to lower-level classes. This study has significant implications as it presents a new method for analyzing the longitudinal patterns of students' characteristics in mathematics education through the application of the multivariate growth mixture model.

Effects of Problem Drinking of Elderly on Life Satisfaction Mediated by Depression and Self-esteem: A Latent Means Analysis Application between Poor and Non-poor Elderly (노인 문제음주가 우울, 자아존중감을 매개로 삶의 만족도에 미치는 영향: 빈곤노인 및 비빈곤노인 집단에 대한 잠재평균분석의 적용)

  • Gweon, Hyun Soo
    • 한국노년학
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    • v.29 no.4
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    • pp.1521-1538
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    • 2009
  • The purpose of the present study was to examine the structural causal relationships among problem drinking of elderly, depression, self-esteem and life satisfaction through structural Equation Modeling and also to investigate how these effects were influenced by the differences in the structural relationships between poor and non-poor elderly. The results showed the positive relationship between problem drinking and depression not also poor elderly group but non-poor elderlys'. According to Multi-group analysis, Latent means analysis where non-poor elderly are used as the reference group, poor elderly group showed higher latent mean values on the problemdrinking and depression, and lower latent mean values on the self-esteem and life satisfaction. Depression mediated the relationships between problem drinking of elderly and life satisfaction the only in a poor elderly group. The implications and limitations of this study were discussed, and the suggestions for further studies were recommended.

An Analysis of Teacher's Job Stress: Differences in Teacher-Student Relationship and Parental Involvement (잠재프로파일 분석을 통한 초등학교 교사의 직무스트레스 유형 분류 및 영향 요인 검증: 교사-아동 관계, 학부모 교육 참여 차이)

  • Choi, Hyo-Sik;Yeon, Eun Mo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.6
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    • pp.431-440
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    • 2021
  • The purpose of this study was to classify the latent profiles of elementary school teachers' job stress and to explore the effects of the relative variables to determine these classifications. In addition, the differences in the teacher-student relationship and parental involvement in school based on the classification were discussed. Data from 709 elementary school teachers who participated in the 11th wave of the Panel Study on Korean Children in 2018 were analyzed by Latent Profile Analysis (LPA). The findings can be summarized as follows. First, four subgroups could be defined according to the elementary school teachers' job stress: low-level job stress group, mid-level job stress group, mid-level administrative work stress group, and mid-level relationship and guidance stress group. Second, the final education and average time to work were significant determinants of the latent groups. Third, teacher-student conflict and parental involvement in school showed differences between the subgroups. Specifically, the mid-level relationship and guidance stress group reported the highest conflict level with children and the lowest parental involvement in school. These findings suggest promoting relief and preventative training programs for elementary school teachers to overcome various job stress.