• Title/Summary/Keyword: the Latent Growth Curve Modeling

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The Effect of Family Socioeconomic Background on Child's Academic Attainment Development Trajectory - Application of Latent Growth Curve Modeling - (가족의 사회경제적 배경이 청소년기 아동의 학업성취도 발달궤적에 미치는 영향 - 잠재성장모형을 적용하여 -)

  • Kim, Kwang Hyuk
    • Korean Journal of Child Studies
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    • v.28 no.5
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    • pp.127-141
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    • 2007
  • The purpose of this research was to analyze the trajectory of child's academic attainment and the effect of family socioeconomic background on the trajectory. Data were part of the Korea Youth Panel Survey 2003-2005(Middle School 2) and were analyzed by Latent Growth Curve Modeling(LGM). The degree of child's academic attainment decreased over 3 years. Socioeconomic status variables that influenced academic trajectory were family poverty, parent's attainments in scholarship, and family structure. Findings from this study suggest that societal support for low socioeconomic status families is needed for improvement of academic attainment of their children.

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Developmental Trajectories of Externalizing Problems Perceived by Teachers in Preschool Settings : A Short Term Longitudinal Study with Applied Latent Growth Curve Modeling (교사가 지각한 유아기 외현화 문제행동의 발달 경로 - 잠재성장곡선모형을 적용한 단기종단연구 -)

  • Kang, Ji-Hyeon;Oh, Kyung-Ja
    • Korean Journal of Child Studies
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    • v.30 no.4
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    • pp.69-85
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    • 2009
  • The purpose of this study was to identify developmental trajectories of externalizing problems in preschoolers and to investigate dimensions of temperament and parental behaviors associated with trajectory groups. Subjects were 180 3- to 5-year-old preschoolers (96 males, 84 females) in the metropolitan area of Seoul. They were assessed three times at 5 month intervals over a one year period. Teachers reported on children's behavior problems, and parents reported on children's temperaments. Latent Growth Curve Modeling Analysis with cohort sequential design revealed externalizing behaviors gradually decreased between 3 and 6. At the 6-year-old level externalizing behaviors were associated with high novelty seeking temperament. The results were discussed in terms of the importance of longitudinal research in developmental psychopathology.

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Trajectories of Change in Internalizing and Externalizing Problems in Adolescence:Latent Growth Curve Modeling (청소년의 내면화와 외현화 문제행동의 발달궤적:재성장모형을 중심으로)

  • Lee, Ju-Rhee
    • Journal of Families and Better Life
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    • v.26 no.5
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    • pp.51-60
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    • 2008
  • This study examined the influence of attachment to parents, parents' monitoring, and deviant peers on trajectories of internalizing and externalizing problems in adolescence. Participants were 2528(1251 male and 1277 female) adolescent from the 2004(age:16 of latent growth curve modeling indicated that (1) Individual differences of internalizing and externalizing problems' nitial levels and changes were significant. (2) Attachment to parents influenced both initial levels and changes of internalizing problems. (3) Attachment to parents and parents' monitoring influenced initial levels of externalizing problems, and deviant peers influenced both initial levels and changes of externalizing problems.

The Trajectories and Predictors of Maternal Post Natal Depressive Symptoms in a High Risk Group, Based on Latent Growth Modeling (우울위험 집단 어머니의 우울 변화궤적 및 예측요인 분석: 잠재성장모형을 중심으로)

  • Lee, Wanjeong;Kim, Gyunhee
    • Korean Journal of Child Studies
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    • v.36 no.3
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    • pp.77-92
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    • 2015
  • The purpose of this study was to employ the Latent Growth Curve Model to investigate the developmental trajectories of maternal depressive symptoms and to identify predictors that might have an effect on change and the level of developmental trajectories. The results of this study indicated that the maternal depressive levels of a high risk group had increased significantly over the past 5 years. The predictors for these developmental trajectories of maternal depressive symptoms were as follows; birth order, maternal prenatal depressive levels, self-esteem, marital satisfaction, parenting stress and the level of family crisis experienced by the high risk group.

Socioeconomic Status and the Trajectory in Depressive Symptoms - The Mediating Role of Alcohol Use (사회경제적 지위와 우울수준 변화궤적 - 음주행위의 매개효과를 중심으로)

  • Kwon, Tae-Yeon
    • Korean Journal of Health Education and Promotion
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    • v.29 no.1
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    • pp.59-72
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    • 2012
  • Objectives: This study aimed to estimate the trajectory of depressive symptoms among aged 20 years adults and examine the direct and indirect pathway linking socioeconomic status(education attainment, household income, occupation), alcohol use and depressive symptoms. It particularly focused on whether alcohol use would mediate the relationship between socioeconomic status and depressive symptoms. Methods: This study analysed 13,763 households of Korean Welfare Panel Study 1st, 2nd, 3rd data using Latent Growth Curve Modeling. Results: The results showed that study participants tend to decrease depressive symptoms with years. Similar to the findings of the previous studies, education attainment and household income among the socioeconomic status factors effected directly depressive symptoms and indirectly by mediating alcohol volume controlling sex and age. Conclusions: Based on findings of this study, the policy and practical implications were discussed.

Mediating Effects of Work-Family Balance on the Relationship of Role Recognition in the Family, Marital Intimacy and Job Satisfaction of Married Women: Using Latent Growth Curve Modeling and Autoregressive Cross-Lagged Modeling (기혼여성이 지각한 가족 내 역할 인식 및 부부친밀감과 직무만족도의 관계에서 일-가정양립 인식의 매개효과: 잠재성장모형 및 자기회귀교차지연모형 연구)

  • Han, Hye Rim;Lee, Ji Min
    • Human Ecology Research
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    • v.55 no.3
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    • pp.263-274
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    • 2017
  • The purposes of this study were to verify the longitudinal mediating effects of work-family balance on the relationship of role recognition in the family, marital intimacy and job satisfaction of married women, and to introduce longitudinal mediating effects by using latent growth curve modeling and autoregressive cross-lagged modeling. The subjects were married women from the third year data of the Korean Longitudinal Survey of Women and Family. Structural equational models were conducted with Amos ver. 21.0. The major findings are as follows. First, the result of the longitudinal mediating effects of latent growth modeling is the rate of change of work-family balance mediated between the rate of change of role recognition in the family and the rate of change of job satisfaction, and the rate of change of work-family balance mediated between the rate of change of marital intimacy and the rate of change of job satisfaction. Second, when using the autoregressive cross-lagged modeling, the more role recognition and marital intimacy of third year were the more work-family balance of fourth year, job satisfaction of fifth year. In both models, work-family balance mediated between role recognition in the family, marital intimacy and job satisfaction. Therefore, through this study, mediating effects of work-family balance can be found that there was a longitudinal effects.

The impacts of government research funds on technology transfers from universities: A longitudinal study on Korean universities (정부지원 연구비의 대학 기술이전 수입료에 대한 영향에 관한 연구: 잠재성장곡선모형을 이용한 종단 연구)

  • Park, Keunjoo;Lee, Kyootai
    • Journal of Technology Innovation
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    • v.28 no.1
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    • pp.1-30
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    • 2020
  • The government has implemented policies to increase university technology commercialization while supporting university research over time. This paper adopts the neo-institutional theory and examines the effect of change in the government research funds that universities have received overtime on the change in their technology commercialization performance. It also investigates a location (Seoul metro or others) effect on the relationships. Using latent growth curve modeling (LGM), which is widely used for time-varying analysis, this study longitudinally analyzes 138 universities in South Korea over the past nine years from 2009 to 2017. The results indicate that the growth in the annual government research funds that universities attain affects the growth in the economic value of technology transfers. In addition, the relationship is stronger for universities in Seoul metropolitan areas than those in other areas. The relationships are intact with one-year lagging effects. The findings help understand the effectiveness of government R&D policies for promoting technology commercialization.

Influence of Asthma on the Longitudinal Trajectories of Cigarette Use Behaviors From Adolescence to Adulthood Using Latent Growth Curve Models

  • Bae, Jisuk
    • Journal of Preventive Medicine and Public Health
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    • v.48 no.2
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    • pp.111-117
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    • 2015
  • Objectives: While epidemiologic research indicates that the prevalence of risk-taking behaviors including cigarette smoking among young people with asthma is substantial, the longitudinal patterns of cigarette smoking in this vulnerable population have received little attention. The aim of this study was to evaluate differences in the longitudinal trajectories of cigarette use behaviors from adolescence to adulthood between young people with and without asthma. Methods: Data from the National Longitudinal Study of Adolescent to Adult Health (Add Health) during the years 1994 to 1995 (Wave I, adolescence), 2001 to 2002 (Wave III, young adulthood), and 2007 to 2008 (Wave IV, adulthood) were analyzed (n=12 244). Latent growth curve models were used to examine the longitudinal trajectories of cigarette use behaviors during the transition to adulthood according to asthma status. Results: Regardless of asthma status, the trajectory means of cigarette use behaviors were found to increase, and then slightly decrease from adolescence to adulthood. In total participants, there were no statistically significant differences in initial levels and changes in cigarette use behaviors according to asthma status. However, in select sex and race subgroups (i.e., females and non-whites), former asthmatics showed greater escalation in cigarette use behaviors than did non-asthmatics or current asthmatics. Conclusions: This study indicated that the changing patterns of cigarette use behaviors during the transition to adulthood among young people with asthma are comparable to or even more drastic than those among young people without asthma.

Latent Classes of Depressive Symptom Trajectories of Adolescents and Determinants of Classes (청소년 우울 증상의 변화 궤적에 따른 잠재계층유형 및 영향요인)

  • Kim, Eunjoo
    • Research in Community and Public Health Nursing
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    • v.33 no.3
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    • pp.299-311
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    • 2022
  • Purpose: Untreated depression in adolescents affects their entire life. It is important to detect and intervene early depression in adolescence considering the characteristics of adolescent's depressive symptoms accompanied by internalization and externalization. The aim of this study was to identify latent classes of depressive symptom trajectories of adolescents and determinants of classes in Korea. Methods: The three time-point (2018~2020) data derived from the Korean Children and Youth Panel Survey 2018 were used (N=2,325). Latent Growth Curve Modeling (LGCM) was conducted to explore the depressive symptom trajectories in all adolescents, and Latent Class Growth Modeling (LCGM) was conducted to identify each latent class. Multinomial logistic regression analysis was performed to confirm the determinants of each latent class. Results: The LGCM results showed that there was no statistically significant change in all adolescents' depressive symptoms for 3 years. However, the LCGM results showed that four latent classes showing different trajectories were distinguished: 1) Low-stable (intercept=14.39, non-significant slope), 2) moderate-increasing (intercept=19.62, significantly increasing slope), 3) high-stable (intercept=26.30, non-significant slope), and 4) high-rapidly decreasing (intercept=26.34, significantly rapidly decreasing slope). The multinomial logistic regression analysis showed that the significant determinants (i.e., gender, self-esteem, aggression, somatization, peer relationship) of each latent class were different. Conclusion: When screening adolescent's depression, it is necessary to monitor not only direct depression symptoms but also self-esteem, aggression, somatization symptoms, and peer relationships. The findings of this study may be valuable for nurses and policy makers to develop mental health programs for adolescents.

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
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    • v.32 no.3
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    • pp.97-107
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    • 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.