• 제목/요약/키워드: latent class types

검색결과 54건 처리시간 0.012초

잠재계층분석(LCA)을 이용한 청소년-또래 비행의 유형과 특성 (Typologies and Characteristics of Adolescent-Peer Delinquency using Latent Class Analysis)

  • 박지수;김하영;유진경;한윤선
    • 아동학회지
    • /
    • 제38권2호
    • /
    • pp.165-176
    • /
    • 2017
  • Objective: Delinquent peers are important predictors of adolescent delinquent behavior. Few studies have classified individuals into groups based on patterns of delinquent behavior among youth and their peers. This study identified latent groups based on adolescent-peer delinquency and examined psychosocial characteristics of each latent group. Methods: First, the study employed latent class analysis based on a nationally representative data of South Korean middle school students (N = 2,277). Both adolescent and peer delinquent behaviors comprised 13 items in the questionnaire that was self-reported by adolescents. Second, the study used multivariate regression models to analyze psychosocial symptoms of latent groups and conducted Wald tests to compare differences among latent groups. Results: Patterns of adolescent-peer delinquency were classified into six latent groups. "Mutual total delinquent group (1.2%)" showed high rates in most delinquent experiences. "Mutual status delinquent group (5.7%)" mainly experienced status delinquency, "Mutual violence delinquent group (5.3%)" showed high rates of violent delinquency. "Peer-only total high delinquent group (3.8%)" reported friends to have engaged in all types of delinquency and "Peer-only total medium delinquent group (11.8%)" reported peer involvement in multiple status and few violent delinquency. Finally, "low risk group (72.2%)" reported low rates of delinquency for themselves and their friends. Regression analysis showed that every "mutual" delinquent group presented significantly worse psychosocial problems than the "low risk group." Conclusion: Using person centered latent class analysis, this study classified six latent classes while considering both delinquent agents and various types of delinquency and investigated specific groups with greater risk of psychosocial problems.

영아의 어린이집 적응 추이의 유형 및 예측 요인에 대한 단기종단연구: 성장혼합모형과 잠재계층분석을 활용하여 (A Short-term Longitudinal Study on Types and Predictors of Trajectories of Adaptation to Child Care Among Infants and Toddlers: Using Growth Mixture Modeling and Latent Classes Analysis)

  • 신나리;조우리
    • 한국보육지원학회지
    • /
    • 제16권1호
    • /
    • pp.115-143
    • /
    • 2020
  • Objective: The purpose of this study was to examine underlying types of developmental trajectories of adaptation to child care among infants and toddlers. This study also aimed to identify latent classes in their child care adaptation types in order to find predictors that account for individual differences. Methods: Participants were 420 mothers of infants and toddlers and 123 teachers. The levels of child care adaptation of participating infants and toddlers were rated monthly from early April to June, 2019. The collected data were analyzed using growth mixture modeling, latent class analysis and multinominal logistic analysis. Results: The results of growth trajectories of child care adaptation showed there were two to four latent groups by dimension of child care adaptation. Also, the groups of individual dimensions of child care adaptation were classified into three latent classes, which were 'complying and positive group', 'negative group', and 'individualized group. Multinominal logistic analysis revealed that children's age, gender, and temperament differentiated the three latent classes of adaptation to child care. Conclusion/Implications: The results show individual characteristics that infants and toddlers possess should be prudently considered in order for successful adaptation to child care.

잠재계층분석을 활용한 노인의 건강 관련 삶의 질에 대한 유형화와 영향요인 분석 (Analysis of the Types and Affecting Factors of Older People's Health-related Quality of Life, Using Latent Class Analysis)

  • 장선희;염동문
    • 지역사회간호학회지
    • /
    • 제31권2호
    • /
    • pp.212-221
    • /
    • 2020
  • Purpose: This study aims to identify the types of health-related quality of life (QoL) based on the EuroQoL 5 Dimensions among community older people and predict the factors affecting these types. Methods: This study used data from the 2016 Korea Health Panel Survey, whose participants included 3,848 older people. The data were analyzed using the software jamovi 1.2.17 and Mplus 8.2 for latent class analysis. Results: The subgroups of the older people's health-related QoL were identified as three latent classes: General stable type (43.9%), pain-related low type (35.0%), and general low type (21.1%). The types and characteristics of health-related QoL among the latent classes differed. Comparing the difference between the general low type and general stable type, the subjects showed higher probability of belonging to the general stable type when they were men, younger, higher education level, employment, better subjective health, lower BMI and stress level, and no suicidal ideation. A comparison between the general low type and the pain-related low type showed that the subjects were more likely to be classified as the pain-related low type when they were younger, higher education, employment, and better subjective health. Conclusion: The results showed a significant heterogeneity in the types of health-related QoL among community older people, and the predictors for each type were not the same. These findings present basic data for cultivating nursing interventions that enhance health-related QoL.

노인의 사회 연결망 유형과 건강상태와의 관련성 (Correlation of Social Network Types on Health Status of Korean Elders)

  • 천의영
    • 대한간호학회지
    • /
    • 제40권1호
    • /
    • pp.88-98
    • /
    • 2010
  • Purpose: The purpose of this study was to identify the social network types of elders and to identify differences among latent classes by social network. Methods: The data of 312 elders used in this study were collected from health, welfare, and other facilities and from elders living in the community. The interviews were conducted from July 16 to September 30, 2007 using a standard, structured questionnaire. Descriptive statistics, one way ANOVA with the SPSS 15.0 program and latent class analysis using Maximum Likelihood Latent Structure Analysis (MLLSA) program were used to analyze the data. Results: Using latent class analysis, social network types among older adults were identified as diverse for 58.0% of the sample, as family for 34.0%, and as isolated for 8.0%. The health status of respondents differed significantly by network type. Elders in diverse networks had significantly higher health status and elders in isolated networks had significantly lower physical health status on average than those in all other networks. Conclusion: The results of this study suggest that these network types have important practical implications for health status of elders. Social service programs should focus on different groups based on social network type and promote social support and social integration.

잠재집단분석(LCA)에 의한 수학교사와 학생들의 신념유형 분석 (Analysis of Belief Types in Mathematics Teachers and their Students by Latent Class Analysis)

  • 강성권;홍진곤
    • 한국수학교육학회지시리즈E:수학교육논문집
    • /
    • 제34권1호
    • /
    • pp.17-39
    • /
    • 2020
  • 본 연구는 수학과 관련된 수학교사와 학생들의 신념을 잠재집단분석(Latent Class Analysis; LCA)을 이용하여 분석하였다. '수학의 본질', '수학의 교수', '수학적 능력'에 대한 고등학교 수학교사 60명의 설문과 '수학교과', '수학문제해결', '수학학습', '자아개념'에 대한 고등학생 1850명의 설문에 대해 유사한 응답을 한 교사와 학생을 각각 소집단으로 분류하고, 그 신념특성을 분석하며 신념프로파일을 작성하였다. 관찰결과, 수학교사들은 '수학의 본질'에 대해 3개, '수학의 교수'와 '수학적 능력'에 대해서는 각각 2개의 신념소집단으로 분류되었다. 또한, 학생들은 '자아개념'에 대해 3개, '수학교과', '수학문제해결', '수학학습'에 대해서는 각각 2개의 신념소집단으로 분류되었다. 이 연구에서 사용된 잠재집단분석은 수학적 신념을 귀납적으로 범주화하는 새로운 방법으로, 교사와 학생의 신념의 상관관계 및 인과관계를 통계적으로 분석하는데 기초가 될 수 있다.

1인가구의 주관적 건강상태 변화: 잠재계층성장모형을 활용하여 (Trajectories of Self-rated Health among One-person Households: A Latent Class Growth Analysis)

  • 김은주;김향;윤주영
    • 지역사회간호학회지
    • /
    • 제30권4호
    • /
    • pp.449-459
    • /
    • 2019
  • Purpose: The aim of this study is to explore different types of self-rated health trajectories among one-person households in Korea. Methods: We used five time-point data derived from Korea Health Panel (2011~2015). A latent growth curve modeling was used to assess the overall feature of self-rated health trajectory in one-person households, and a latent class growth modeling was used to determine the number and shape of trajectories. We then applied multinomial logistic regression on each class to explore the predicting variables. Results: We found that the overall slope of self-rated health in one-person households decreases. In addition, latent class analysis demonstrated three classes: 1) High-Decreasing class (i.e., high intercept, significantly decreasing slope), 2) Moderate-Decreasing class (i.e., average intercept, significantly decreasing slope), and 3) Low-Stable class (i.e., low intercept, flat and nonsignificant slope). The multinomial logistic regression analysis showed that the predictors of each class were different. Especially, one-person households with poor health condition early were at greater risk of being Low-Stable class compared with High-Decreasing class group. Conclusion: The findings of this study demonstrate that more attentions to one-person households are needed to promote their health status. Policymakers may develop different health and welfare programs depending on different characteristics of one-person household trajectory groups in Korea.

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

  • Hyoung-Ha, Lee
    • 한국컴퓨터정보학회논문지
    • /
    • 제28권3호
    • /
    • pp.137-148
    • /
    • 2023
  • 본 연구의 목적은 잠재프로파일분석(Latent Profile Analysis)을 적용하여 다문화청소년 어머니의 정신건강의 잠재유형을 분류하고 예측변인의 영향력을 분석한 후 잠재유형의 차이가 부모효능감에 어떠한 영향을 미치는가를 규명하기 위함이다. 이를 위해 다문화청소년 패널조사(MAPS) 9차년도(2019년) 패널데이터를 활용하였다. 분석결과, 첫째, 다문화청소년 어머니의 정신건강 유형은 '정신건강 중간 위험형'(class3) > '자아존중감 상위형'(class1) > '정신건강 고 위험형'(class4) > '문화적응과 일상생활 스트레스 상위형'(class2) 순으로 분석되었다. 둘째, '자아존중감 상위형'(class1) 집단과 비교해 다문화청소년 어머니의 가정경제 수준이 낮을수록, 다문화청소년 아버지(남편)의 학력이 중학교졸업 이하일수록, 한국어 수준이 낮을수록, 자녀와의 의사소통 정도가 낮을수록 '정신건강 중간 위험형'(class3) 집단에 속할 승산(Odds)은 높아지는 것으로 분석되었다. 셋째, '정신건강 중간 위험형'(class3) 집단과 '정신건강 고 위험형'(class4) 집단과 비교해 '자아존중감 상위형'(class1) 집단이 부모효능감에 유의미한 정(+)적인 영향을 미치는 것으로 확인되었다.

한국 중년남성의 건강관련 삶의 질에 대한 잠재계층분석 (Latent Class Analysis for Health-Related Quality of Life in the Middle-Aged Male in South Korea)

  • 조영숙;염동문
    • 대한간호학회지
    • /
    • 제49권1호
    • /
    • pp.104-112
    • /
    • 2019
  • Purpose: This study aimed to identify types of quality of life (QoL) based on the 5 dimensions of EQ-5D and predict factors affecting types of QoL. Methods: This study was a secondary analysis using data from the Korean Health Panel Survey-II(2012). Participants were 2,071 middle-aged men who had completed the additional survey in 2012 and the data were analyzed using SPSS 20.0 and Mplus 5.21 for latent analysis. Results: Three latent classes of QoL were identified: serious (2.4% of the sample), threatened (15.5%), and stable types (82.0%). The types and characteristics of QoL among the latent classes differed. On comparing latent type 1 with latent type 2, the socioeconomic status (p<.05), employment status (p<.05), and subjective health status (p<.001) were found to be significant. On comparing latent type 1 with latent type 3, the socioeconomic status (p<.05), current smoking status (p<.001), and subjective health status (p<.001) were found to be significant. On comparing latent type 2 with latent type 3, the socioeconomic status (p<.05), subjective health status (p<.001), stress (p<.001) were found to be significant. Conclusion: The results showed significant heterogeneity in types of QoL and the predictors of QoL by types were different. These findings provide basic information for developing nursing interventions to improve QoL. Specific characteristics depending on the subtypes should be considered during the development of interventions.

어머니와 아버지의 헬리콥터 부모역할 유형과 데이트 내 친밀성 추구 (Typologies of Maternal and Paternal Helicopter Parenting and Intimacy Goals in Dating)

  • 김성희
    • Human Ecology Research
    • /
    • 제60권2호
    • /
    • pp.257-271
    • /
    • 2022
  • The aim of this study was to explore the types of helicopter parenting among college students, and to examine how the identified types of helicopter parenting are associated with intimacy goals in dating. In order to investigate these purposes, 202 college students were recruited and analyzed. With the use of Mplus 7.4, a latent profile analysis identified latent profiles of helicopter parenting. Additionally, multivariate regression analysis was conducted in order to analyze the links between the types of helicopter parenting and intimacy goals in dating by using SPSS 26.0. The main findings of the study were as follows. Firstly, three helicopter parenting classes were identified: 1) strong decision-making, 2) strong helicopter parenting, 3) weak helicopter parenting. Secondly, college students in the strong helicopter parenting class reported significantly higher levels of intimacy goals in dating than those in the strong decision-making class. On the other hand, no significant connection was identified between the type of 'weak helicopter parenting' and the levels of intimacy goals in dating, referencing the type of 'strong helicopter parenting.' These results indicate that helicopter parenting has a certain number of types in nature, and the control-based parental behavior could have an impact on college students' intimacy goals in dating.

온라인 소프트웨어 교육 학습자들의 자기주도학습 유형 분류 및 특징 분석 (Analysis of Types and Characteristics of Self-Directed Learning of Learners in Online Software Education)

  • 성은모;채유정;이성혜
    • 컴퓨터교육학회논문지
    • /
    • 제22권1호
    • /
    • pp.31-46
    • /
    • 2019
  • 본 연구에서는 소프트웨어 교육의 효과성을 증진하기 위하여 소프트웨어 교육 학습자들의 자기주도학습 유형을 분석하고 각 유형에 따른 특징을 살펴봄으로써 보다 전략적인 소프트웨어 교육을 위한 교육적 시사점을 제공하고자 하였다. 이를 위해 K대학교에서 온라인 소프트웨어 교육과정에 참여하고 있는 중학생 429명을 대상으로 설문을 실시하고, 자기주도학습 유형을 분석하기 위해 잠재계층 분석을 실시하였다. 그 결과, 소프트웨어 교육 학습자들의 자기주도학습 유형은 '최고수준 자기주도학습형(계층 1)', '자기 학습스타일 인식형(계층 2)', '자기 학습스타일 선호형(계층 3)', 그리고 '자기주도학습 부재형(계층 4)'으로 나타났다. 또한 소프트웨어 교육 학습자들의 자기주도학습 유형에 따른 소프트웨어 학업성취도 수준은 '최고수준 자기주도학습형(계층 1)'이 가장 높고, '자기 학습스타일 선호형(계층 3)' 가장 낮은 것으로 확인되었다. 이러한 결과를 바탕으로 소프트웨어 교육을 위한 시사점을 제시하였다.