• Title/Summary/Keyword: latent growth modeling

Search Result 101, Processing Time 0.024 seconds

Trajectories of Child Peer Interaction and Their Predictors: Longitudinal Analysis Using Latent Growth Modeling (유아의 또래 상호작용의 발달궤적과 그 예측변인: 잠재성장모형을 이용한 종단분석)

  • Kim, Hyo Won
    • Korean Journal of Child Studies
    • /
    • v.37 no.6
    • /
    • pp.145-155
    • /
    • 2016
  • Objective: The purpose of this study was to investigate trajectories of child peer interaction and to compare the causal effects of their predictors, including child individual variables (i.e., gender, language ability, and cognitive ability) and teacher variables (i.e., teacher efficacy and teacher-child interaction). Methods: The participants of this study were 263 children and their teachers from the forth to sixth waves of longitudinal data from the Korean Children and Youth Panel Survey by the Korea Institute of Child Care and Education. The data was analyzed using Pearson's correlation and latent growth modeling. Results and Conclusion: The findings of this study are as follows: First, there was a linear decrease in child negative peer interaction over the course of 3 years, and significant individual differences were found in the trajectories (intercept and slope). Second, the predictors had significant casual effects on the trajectories of child negative peer interaction. The trajectories of child negative peer interaction involving girls, higher cognitive ability, and greater teacher-child interaction showed lower degree of intercept and a quicker decrease. Finally, the implications of findings are discussed.

The effects of the implementation of long-term care insurance on the quality of life trajectory among older adults with disabilities (노인장기요양보험제도의 시행이 장애노인의 삶의 질 궤적에 미치는 영향)

  • Jeon, Hae Sook
    • Korean Journal of Health Education and Promotion
    • /
    • v.32 no.3
    • /
    • pp.97-107
    • /
    • 2015
  • Objectives: The current study aims to examine whether the influence of National Long-term Care Insurance(NLCI) on the quality of life(QoL) trajectory of older adults with disabilities is more positive than its influence on those without disabilities. Methods: Sample consisted of 5,362 elderly aged 65 and over who participated in the Korean Welfare Panel Study from Wave1 to Wave7. Data were analyzed using latent growth curve modeling. Results: Major findings are as follows. (1) Before the NLCI, the trajectories of QoL between older adults with disabilities and those without were same. (2) After the NLCI, elders with disabilities showed lower levels of QoL at the beginning, but the gaps gradually decreased with time. These results indicate that the implementation of NLCI more positively affected elders with disabilities than those without disabilities. Conclusions: These results suggest that the NLCI functions properly as one of social security nets to cope with the needs of older adults with disabilities. In conclusion, it is critical to develop a sustainable NLCI system to enhance the QoL of older adults with disabilities.

Developmental Trajectories of Children's Internalizing and Externalizing Problem Behaviors and Their Predictors (아동기 문제행동의 발달궤적과 예측요인)

  • Cha, Yoon-Hee;Kim, Yeong-Hee
    • Journal of the Korean Home Economics Association
    • /
    • v.48 no.5
    • /
    • pp.25-48
    • /
    • 2010
  • The purpose of this study was to employ the Latent Growth Curve Model(LGM) to investigate the developmental trajectories of children's internalizing and externalizing problem behaviors and to identify predictors that might have an effect on change and the level of developmental trajectories. Furthermore, we classified the developmental trajectories of children's internalizing and externalizing problem behaviors, and also analyzed factors which caused differences in developmental trajectories by Semi-Parametric Group-based Modeling. This study used data from wave 1-4(2004~2008) of elementary school fourth grade panel of the Korea Youth Panel Survey(KYPS). The results showed that children's internalizing and externalizing problem behaviors changed significantly from the fourth grade of elementary school to the first grade of middle school. The predictors for developmental trajectories of children's internalizing problem behaviors were gender, self-control, parental conflict, deviant peers, and attachment to teachers. The predictors for the developmental trajectories of children's externalizing problem behaviors were gender, self-esteem, self-control, and deviant peers. The developmental trajectories of children's internalizing problem behaviors was classified into three groups. The developmental trajectories of children's externalizing problem behaviors was classified into four groups.

The Causal Relationships between Parenting Stress and the Parenting Attitudes of Infant Mothers (영아 어머니의 양육스트레스와 양육태도 간의 인과적 종단관계 분석)

  • Hwang, Sungon;Hwang, Zion
    • Korean Journal of Child Studies
    • /
    • v.36 no.4
    • /
    • pp.163-176
    • /
    • 2015
  • The purpose of this study is to examine the longitudinal causal relationships between maternal parenting stress and parenting attitudes. Relevant data from mothers with infants aged from 2 to 4 years of age was gathered from the Panel Study of Korean Children were analyzed by means of Latent Growth Modeling. The findings are as follows, First, levels of parenting stress increased whereas the extent of positive parenting attitudes decreased as children grow older. Second, the initial value of parenting stress was observed to have a negative effect on the initial value of positive parenting attitudes. Third, those mothers who generally have faster speeds of increasing parenting stress tend to have faster speeds of decreases in positive parenting attitudes. What this study clearly revealed is that the positive parenting attitudes of mothers with infants tend to improve when the mothers try to efficiently deal with their parenting stress by either acquiring appropriate parenting knowledge or receiving support from their families and communities.

The Developmental Trajectory of the Value of Children of Primiparous Mothers During the First Four Years (초산모의 출산 후 4년간 자녀가치 변화궤적)

  • Lee, Jungmin;Kim, Seri;Lee, Kangyi
    • Korean Journal of Child Studies
    • /
    • v.36 no.4
    • /
    • pp.177-192
    • /
    • 2015
  • This paper examined the longitudinal changes observed in the emotional and instrumental values of children of primiparous mothers during the first to fourth year of childhood. Using latent growth modeling, the authors analyzed the four waves of data collected from 937 mothers and their firstborn babies nationwide in South Korea. This data was harvested from the Panel Study on Korean Children conducted by the Korea Institute of Child Care and Education. The results indicate that emotional and instrumental values of children showed decreasing patterns. When each year's parenting stress was controlled, the emotional value of children tended to increase, whereas the instrumental value of children showed no significant change. Generally, it was found that the higher the parenting stress of each year, the corresponding year's value of the children tended to be lower, except in the case of the first year's emotional value of children. How these results can be best interpreted as well as the implication of these results is also discussed.

Clustering Asian and North African Countries According to Trend of Colon and Rectum Cancer Mortality Rates: an Application of Growth Mixture Models

  • Zayeri, Farid;Sheidaei, Ali;Mansouri, Anita
    • Asian Pacific Journal of Cancer Prevention
    • /
    • v.16 no.9
    • /
    • pp.4115-4121
    • /
    • 2015
  • Background: Colorectal cancer is the second most common cause of cancer death with half a million deaths per year. Incidence and mortality rates have demonstrated notable changes in Asian and African countries during the last few decades. In this study, we first aimed to determine the trend of colorectal cancer mortality rate in each Institute for Health Metrics and Evaluation (IHME) region, and then re-classify them to find more homogenous classes. Materials and Methods: Our study population consisted of 52 countries of Asia and North Africa in six IHME pre-defined regions for both genders and age-standardized groups from 1990 to 2010.We first applied simple growth models for pre-defined IHME regions to estimate the intercepts and slopes of mortality rate trends. Then, we clustered the 52 described countries using the latent growth mixture modeling approach for classifying them based on their colorectal mortality rates over time. Results: Statistical analysis revealed that males and people in high income Asia pacific and East Asia countries were at greater risk of death from colon and rectum cancer. In addition, South Asia region had the lowest rates of mortality due to this cancer. Simple growth modeling showed that majority of IHME regions had decreasing trend in mortality rate of colorectal cancer. However, re-classification these countries based on their mortality trend using the latent growth mixture model resulted in more homogeneous classes according to colorectal mortality trend. Conclusions: In general, our statistical analyses showed that most Asian and North African countries had upward trend in their colorectal cancer mortality. We therefore urge the health policy makers in these countries to evaluate the causes of growing mortality and study the interventional programs of successful countries in managing the consequences of this cancer.

A Study on the Influence of Socio-economic Deprivation on Depression : Focusing on Latent Growth Modeling Analysis (사회경제적 박탈이 우울에 미치는 영향에 관한 연구: 잠재성장모형 분석을 중심으로)

  • Sohn, Yong Jin
    • Journal of the Korean Data Analysis Society
    • /
    • v.20 no.6
    • /
    • pp.3227-3238
    • /
    • 2018
  • This study attempts to investigate the trajectories of socio-economic deprivation on the depression trajectories among middle-aged individuals using a latent growth model over the last five years. Using the Korea welfare panel study data ranged from the year 2013 (8th wave) to the year 2017 (12th wave), a sample of 7,437 aged over 40 was selected. Three hypothesis was proposed as follows. Is the trajectory of depression changing over the years? Are the initial values of socio-economic deprivation causally related to the initial values of depression? Are the rates of change in socio-economic deprivation causally related to the rates of change in depression? Results showed that the growth curve of depression tended to decline negatively over the five-year period. As the intial values of socio-economic deprivation increased, so did the initial values of depression move upwards. Finally, as the changes of socio-economic deprivation tended to get larger, those changes of depression also accordingly increased as well. The public policy implications based on the current study were discussed to pay more attention to those middle-aged individuals suffering from socio-economic deprivations.

Income Trajectories of Working Poor and Working Non-poor: A Latent Growth Model (근로빈곤층과 근로비빈곤층의 차별적 소득 궤적 - 잠재성장모형의 응용 -)

  • Lee, Sohyeon;Lim, Up
    • Journal of the Korean Regional Science Association
    • /
    • v.37 no.1
    • /
    • pp.15-27
    • /
    • 2021
  • This study investigates the difference in income trajectories of the working poor and the non-working poor and explains the effects of socio-demographic (marriage, education) and regional (living in large cities) factors on intergroup differences. We use Seoul Survey data collected between 2009-2018 and the latent growth modeling approach. It was found that the trajectory difference between groups was statistically significant. Since 2016, the income gap widened as the income of the working poor stagnated. The three variables included in this model better explained the income trajectory of the working poor compared to the working non-poor. In particular, the change in income growth rate was positively related to whether they live in large cities. This suggests the possibility that living in a large city would act as an economic premium for the working poor. It is necessary to conduct follow-up studies on urban premiums for the working poor.

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
    • /
    • v.20 no.12
    • /
    • pp.348-356
    • /
    • 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 relationship between self-esteem and depression among Korean adults: Examining cognitive vulnerability model and the scar model (한국 성인의 우울과 자아존중감의 종단적 상호관계에 관한 연구: 인지취약모델과 상처모델 검증을 중심으로)

  • Kim, Hyemee
    • Korean Journal of Social Welfare Studies
    • /
    • v.45 no.2
    • /
    • pp.233-261
    • /
    • 2014
  • There are two competing models explaining the causal relationship of depression and self-esteem, and they are cognitive vulnerability model and the scar model. Cognitive vulnerability model explains that low self-esteem poses as a risk factor for development of depressive symptoms/depression while the scar model asserts that the experiences of depression scars the cognitive function of individuals, resulting in negative self-perception. This study was set out to test two models on Korean adults, and to identify factors that are associated with depression and self-esteem relationship. The first four waves (wave 1~4) of the Korea Welfare Panel Study (KOWEPS) were used for analyses, and latent growth curve modeling was employed to examine the relationship. The findings show that the relationship was reciprocal, one affecting the growth trajectory of another over a four year period. Furthermore, education, poverty status, health status, and satisfaction with social relationships were found to be significantly associated with both depression and self-esteem trajectories. Implications for practice and theory are provided.