• Title/Summary/Keyword: Latent profile analysis

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A Latent Profile Analysis of Middle School Students' Core Competencies: Focused on the Effects of ParentChild Relationships (중학생의 핵심역량 잠재프로파일 분류 및 부모자녀와의 관계 탐색)

  • Choi, Kyeongeun;Yu, Nan Sook
    • Journal of Korean Home Economics Education Association
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    • v.34 no.2
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    • pp.77-93
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    • 2022
  • The purpose of this study was to identify the latent profiles according to the core competencies of middle school students and to examine whether the parent-child relationship predicts the latent profiles based on the core competencies for students defined by the Korean Ministry of Education. To achieve the purpose of the study, a total of 6,065 second-year middle school students were analyzed from the fourth year of the Korean Educational Longitudinal Study (KELS 2013), which was conducted by the Korean Educational Development Institute in 2016. The results of latent profile analysis and multinomial logistic regression are as follows. First, three latent profiles (higher competency group (19.54%), middle competency group (49.03%), and lower competency group (31.43%)) were derived according to the core competencies. For all groups, the highest competency was communication ability, and the lowest was creative ability. Second, the variables of the parent-child relationship (i.e., parental academic support, emotional support, and attachment level) were significant in predicting differences among the core competency latent profiles. In particular, the emotional support of parents was found to have the greatest influence on the core competencies of middle school students. This study identified the influence of the parent-child relationship on the development of core competencies. Further, it showed that a good family relationship is important for the holistic development of adolescents.

Classifying Latent Profiles in the Exposure to Hazard Factors of Salaried Employees (잠재프로파일분석을 통한 임금근로자의 위험요인 노출 유형분류 및 영향요인 검증)

  • Lee, Eunjin;Hong, Sehee
    • Journal of Korean Society of Occupational and Environmental Hygiene
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    • v.31 no.3
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    • pp.237-254
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    • 2021
  • Objectives: This study aims to classify the latent profiles in the exposure to hazard factors of salaried employees and test the determinants. Methods: Latent profile analysis(LPA) was conducted using data from the fifth Korean Working Conditions Survey(KWCS). 30,050 of salaried employees were the subjects of this study. After classifying the employees, multinomial logistic regression was used to test the determinants. Results: Salaried employees were classified with three latent profiles based on the exposure to the hazard factors. Employees included in class 1(32.8%) tend to experience low level of physical hazard factors, moderate level of psychological hazard factors, and high level of office work hazard factors. Employees included in class 2(61.8%) tend to be exposed to the moderate to high level of physical hazard factors, moderate to low level of psychological hazard factors, and low level of office work hazard factors. Employees included in class 3(5.4%) tend to experience high level of psychological and physical hazard factors, and moderate level of office work hazard factors. After classification, the demographic, health-, and employment-related variables were tested. Conclusions: This study clarified the features of each class, and proved that employees in class 3 are quite hazardous in that they are exposed to physical and psychological hazard factors much more frequently than other employees. Thus, this study can be used in predicting the high-risk employees and taking preemptive measures for preventing industrial accidents.

Career Developmental Characteristic in Latent Classes based on Belief in a Just World and Social class of Middle-aged adult (중·장년 성인의 정당한 세상에 대한 믿음과 사회계층에 따른 잠재집단의 진로발달 특성)

  • Kim, Dohyun;Jang, Jinyi
    • 한국노년학
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    • v.41 no.4
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    • pp.567-586
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    • 2021
  • This study explored what latent classes appear according to the combination of Belief in a Just World (BJW) and social class of middle-aged adults, and examined whether there are differences in career transiton, perceiving a calling, and working as meaning in each class and what characteristics they have. 224 middle-aged people who experienced turnover through online and offline were surveyed and analyzed by Latent Profile Analysis. The participants were divided into 5 latent classes such as; 'Relative self-satisfaction', 'Social contentment', 'Relative deprived', 'Fairness trust' and 'Fairness distrust'. According to the results of MANOVA analysis to figure out if there are differences in career transitions, perceiving a calling, and working as meaning depending on latent classes, significant differences were appeared among latent classes. Finally, multinominal logistic regression analysis was conducted to examine whether demographic characteristics and 'decent work' affect the latent group classification. As a result, the more 'decent work', the higher the probability of belonging to the class with high BJW and social class. On the basis of the results of this study, the implications on the case conceptualization and counseling strategy for adults focusing on BJW and Social class in adults and future research were discussed.

A latent profile analysis of job performance types based on task performance, contextual performance and counterproductive work behavior (과업수행, 맥락수행, 반생산적 업무행동 기반의 직무수행 유형 분석: 잠재프로파일분석을 중심으로)

  • Yoo, Young-Sam;Kim, Myoung-So;Noh, So-Yeon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.4
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    • pp.145-155
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    • 2020
  • Since Campbell (1990) proposed multidimensionality of job performance, unlike the single structure of traditional job performance, it has been largely classified as task performance, contextual performance, and counterproductive work behavior. The objective of this study is to validate the threecriteria currently considered major aspects of job performance, to identify different types of performance based on three dimensions, and to compare the power of personality factors among performance types. A total of 681 employees working at various organizations participated in an on-line survey. The survey included boththe exploratory and confirmatory factor analyses. A 3-factor job performance model consisting of three dimensions was also included. The relationships between performance dimensions and personality factors differedby dimensions of performance, supporting the validity of the 3-factor structure of performance.The results of the Latent Profile Analysis identified four types of performance: exemplary, moderately conscientious moderate, and conscientious, butlow.. The Multinomial logistic regression analysis showed each type differed significantly according to the predictors of personality variables. In conclusion, implications and limitations of the study were noted.

A Study on the Mental Health and Parental Efficacy of Mothers of Multicultural Adolescents: Focusing on Latent Profile Analysis

  • Hyoung-Ha, Lee
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.3
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    • pp.137-148
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    • 2023
  • The purpose of this study is to classify the potential types of mental health of mothers of multicultural youth by applying Latent Profile Analysis, analyze the influence of predictors, and find out how differences in potential types affect parental efficacy. To this end, panel data for the 9th year (2019) of the Multicultural Youth Panel Survey (MAPS) were used. As a result of the analysis, first, the mental health types of mothers of multicultural adolescents were analyzed in the order of 'middle risk type of mental health'(class3) > 'high risk type of self-esteem'(class1) > 'high risk type of mental health'(class4) > 'cultural adaptation and daily life stress'(class2). Second, compared to the "class 1" group, the lower the family economy level of multicultural youth mothers, the lower the educational background of multicultural youth fathers (husbands) graduate from middle school, the lower the level of Korean, and the lower the level of communication with children, the higher the odds of belonging to the 'mental health medium risk' group (Ods). Third, compared to the 'middle risk type of mental health'(class3) and 'high risk type of mental health'(class4), the 'high risk type of self-esteem'(class1) group was found to have a significant positive (+) effect on parental efficacy.

Investigating Korean Students' Different Profiles of Affective Constructs and Engagements: A Latent Profile Analysis on TIMSS 2015 (학생들의 태도 특성 분석을 통한 학생 집단 구분에 대한 연구: TIMSS 2015 결과를 중심으로)

  • Hwang, Jihyun;Ko, Eun-Sung
    • Journal of the Korean School Mathematics Society
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    • v.21 no.3
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    • pp.207-225
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    • 2018
  • Large-scale international comparison studies for a decade have shown Korean students' negative affective constructs and engagement. In addition to this general finding, this research aimed to provide details in Korean students' affective constructs and engagement. With the latent profile analysis, we found five groups of individuals showing qualitatively different characteristics in their affective constructs and engagement. Particularly, it is required to pay more attentions to two groups with relatively negative views on engaging teaching in mathematics lessons. The findings in this research suggested that different approaches could be required to improve affective constructs and engagement in each group. This necessitated further research on achievement and influential factors on each group's characteristics of affective constructs and engagement.

The Relationship Between School Organizational Climate and Teacher Burnout: Focusing on the Latent Profile of School Organizational Climate Perceived by Special Education Teachers (학교조직풍토와 교사 소진의 관계: 특수교사가 지각한 학교조직풍토의 잠재프로파일을 중심으로)

  • Choi, Hyunju;Chang, Eunbi
    • Korean Journal of School Psychology
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    • v.18 no.3
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    • pp.291-316
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    • 2021
  • This study was conducted to identify how special education teachers perceive their school's organizational climate through latent profile analysis performed using Mplus, and determine whether there was a difference in the average teacher burnout rate between perception groups using three-step approaches. The participants were 312 special education teachers. The perception groups were identified as 'closed', 'laissez-faire', 'average', 'controlled', and 'autonomous.' The groups had different teacher burnout rates. The closed group had the highest rate, while the autonomous group had the lowest. This paper discusses the implications of these results for special education teacher burnout and school organizational climate, and suggests ideas for future studies.

Difference in Happiness Level of Workers Depending on the Leadership Type (상사의 리더십 유형에 따른 근로자의 행복 수준 차이)

  • Cho, Hyun-Jung;Lee, Hyunmin;Lee, Yujin
    • Knowledge Management Research
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    • v.23 no.3
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    • pp.111-128
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    • 2022
  • The purpose of this study is to identify the difference in happiness of workers depending on the perceived leadership types in a big company in Korea. The research objectives were 1) to identify the managers' leadership types which their workers perceive in a big corporate organization, and 2) to analyze the difference in a degree of workers' happiness according to the types of manager's leadership. To this end, a latent profile analysis was conducted. The research results are as follows. There were four types of leadership: 1) the Elite type which shows perfect ability in each area of self-management, task management, people management, and organization management, 2) the Competent type which has excellent self-management skills, good levels of task management and organizational management skills, but relatively poor people management skills, 3) the Self-centered type with the average levels of self-management, task management and organization management but with the poor level of people management skills, and lastly 4) the Passive type with the average level of self-management, somewhat low levels of task management and organization management skills and the poor level of people management skills. In addition, there was a statistically significant difference in the degree of happiness of workers according to the manager's leadership type. This study is meaningful in that it presented the leadership types of managers in a big company through the latent profile analysis and provided its implications on the workers' happiness.

Classifying the Latent Group of Elementary School Students Based on Social Achievement Goals Types and the Exploration of Peer Status and Aggression (초등학생의 사회적 성취목표 유형에 따른 잠재집단 분류와 또래지위 및 공격성과의 관련성 탐색)

  • Choi, Eun-Young
    • Korean Journal of School Psychology
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    • v.17 no.2
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    • pp.223-241
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    • 2020
  • The purpose of this study was to explore the latent profiles of social achievement goals and to investigate the differences in peer status (perceived popularity, social preference) and aggression (overt, relational, cyber) among those profile groups. Social achievement goals and cyber aggression data was acquired through self-reporting, and perceived popularity, social preference, and overt and relational aggression were assessed through peer nomination. Applying the latent profile analysis(LPA) to 1,239 elementary school students, three distinct groups of social achievement goals were identified: a development-oriented achievement goal group, an average social goal group, and a overall-high social achievement goal group. Using logistic regression analysis, the relationships between the latent group, peer status, and aggression were examined. The result indicated that the higher the social preference, the lower the probability of belonging to the 'overall-high social achievement goal group'. And the higher the cyber aggression, the lower the probability of belonging to the 'development-oriented achievement goal group'. In addition, the higher the relational aggression of the second time, the higher the probability of belonging to the 'overall-high social achievement goal group' as compared to the 'average social goal group'.

Longitudinal Study of Child-Teacher Relationship and Peer Interactions Based on Latent Profile Analysis (유아-교사 관계의 잠재프로파일 집단이 유아의 또래 상호작용에 미치는 영향에 관한 종단 연구)

  • Yi, Ye Jin;Shin, Yoolim
    • Human Ecology Research
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    • v.54 no.3
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    • pp.321-332
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    • 2016
  • This study clarified the maintenance of relationship between children and teachers based on longitudinal data and explored the latent classes. It clarified the latent classes connection with the children's peer play interaction. The subjects of this study were 194 children (aged 3) who attended 11 different kindergartens and daycare centers. We collected data three times (once every 6 months) until they reached age 4. The results of this study were: first, closeness, conflict, and dependence of child-teacher relationship that showed a continuous short-term connection. Second, we classified the child-teacher relationship into three groups according to longitudinal data. Those groups were, 'low level maintenance group' which had the lowest conflict and dependence compared to the highest closeness with teacher, 'middle level maintenance group' which had the teacher relationship in the middle level of the sub element area, and 'high level maintenance group' which showed high conflict and dependence compared to low closeness with the teacher. Third, the group which maintains a longitudinal high conflict.dependence showed more interruption and disruption behavior than the group which maintained a low conflict and dependence. In conclusion, the child-teacher relationship seemed to be the steady characteristic because it showed the early formation of a stable relationship. It was possible to predict the child's peer interaction through an early child-teacher relationship. Teachers need to be educated by the kindergarten and daily care center because the early formation of a child-teacher relationship can be the foundation of child's later peer and teacher relationships.