• Title/Summary/Keyword: Latent growth modeling

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Predictors of Attitudes toward Own Aging among Middle-Aged and Elderly Adults -Panel Analysis Using Latent Growth Modeling- (중노년층의 본인의 노화에 대한 태도에 영향을 미치는 요인 -잠재성장모델을 이용한 패널분석)

  • Lee, Mi-Jin
    • Korean Journal of Social Welfare
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    • v.64 no.1
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    • pp.101-124
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    • 2012
  • This study examined the longitudinal changes of self-perceptions of own aging among middle-aged and elderly adults, using the latent growth modeling with the three waves of the "Aging and the Quality of Life of the Elderly in Korea", which sampled adults aged over 45 living in Seoul and Chuncheon. The dependent variable is attitudes toward own aging, the sub-scale of the Philadelphia Geriatric Center Morale Scale developed by Lawton (1975). The results showed that the research participants' attitudes of their own aging deteriorated over time. In addition, the lower initial status of the research participants' attitudes of their own aging was associated with being older, being non-married, living in rural areas, attaining the lower level of education, having the fewer social activities, reporting the worse subjective economic status, and reporting the worse subjective health status. The slope of the research participants' attitudes of their own aging differed by the residence areas, educational attainments, subjective economic status and subjective health status. In particular, the difference of the initial status by educational attainments grew over time. Social welfare policy and practice implications are discussed for middle-aged and elderly adults to improve attitudes toward their own aging.

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The Longitudinal Relationship between Social Capital of North Korean Migrant Youths and School Adjustment: A Latent Growth Modeling Approach (잠재성장모형을 활용한 탈북청소년의 사회자본과 학교적응 간 종단관계 분석)

  • Yeon, Bo-Ra;KIM, Kyungkeun
    • (The)Korea Educational Review
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    • v.23 no.1
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    • pp.205-230
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    • 2017
  • Drawing on third to fifth wave data from the Longitudinal Study of North Korean Migrant Youths' Education, we examined the longitudinal relationship between social capital of North Korean Migrant Youths and school adjustment using latent growth modeling(LGM). Specifically, we sought to answer the following research questions: Do social capital and school adjustment among North Korean Migrant Youths change over time? Is there a relationship between the changes in social capital and school adjustment among these students? Our LGM results showed that trends in social capital and school adjustment among these students were not fixed but changed over time. While the social capital developed by these students was found to influence school adjustment at the time of its development, it did not continue to influence changes in school adjustment over time. Changes in school adjustment of North Korean migrant youths were affected by changes in social capital. These results suggest that there is room for gradual improvement of school adjustment level by strengthening social capital of North Korean migrant youths.

Poverty and perceived income inequality and changes in growth trajectory of problem drinking (빈곤과 소득불평등 인식에 따른 문제음주 발달궤적의 변화)

  • Chung, Sulki;Lee, SooBi
    • Korean Journal of Health Education and Promotion
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    • v.32 no.5
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    • pp.43-51
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    • 2015
  • Objectives: Socioeconomic factors are one of the significant factors explaining drinking problems in our society. From the poverty and inequality perspective, not only absolute poverty but perceived level of poverty or inequality has a direct effect on one's health and health behaviors. The purpose of the study is to explore the growth trajectories of problem drinking in Korea in relation to poverty and perceived income. Methods: Data from 13,414 adults were analyzed using 4 years of data (2010 to 2014) from the Korea Welfare Panel. Main variables included poverty status, perceived income inequality, and problem drinking. A latent growth modeling was employed for the analysis. Results: The non-poverty group had higher initial level of problem drinking; however, the poverty group showed higher rate of increase in problem drinking rate. The perceived income inequality had no significant influence on the initial level, but over time, those with higher level of perceived income inequality showed higher rate of increase in problem drinking. Conclusions: Findings showed that poverty and inequality affect changes in problem drinking. Efforts to prevent and decrease problems related to alcohol should not only focus on changing individuals' behavior but also on decreasing the inequality gap.

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.

The Change of Customer Participation in Service by the Development of Relationship : Application of Latent Growth Modeling (관계발전에 따른 서비스 고객참여의 변화 - 잠재성장모형의 적용 -)

  • Ahn, Jinwoo;Park, Se-Jeong
    • Management & Information Systems Review
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    • v.38 no.1
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    • pp.121-139
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    • 2019
  • This study aims to identify the change of customer participation(CP) which is essential to the service industry as the relationship between the customer and the employee develops. The latent growth modeling analysis based on the longitudinal data is utilized to examine the pattern of the change. This is based on the fact that CP needs to be understood in the relationship and is to confirm the change in CP by the development of the relationship. Given the dynamics of the relationship, we intend to overcome the limitations of previous cross-sectional researches by revealing the trajectory of CP in the relationship through the longitudinal data. We also want to examine which variables in the relationship can facilitate changes of CP. Research has shown that CP is significantly changed with the development of the relationship when we analyzed it through latent growth modeling. This confirms that CP needs to be understood in the relationship. In addition, 'relationship proneness' variable and 'dependence to provider' variable have positive effects on the initial values of CP, but they have not been established to promote the changes of CP. Consequently, when considering the dynamics of relationships, it is important to recognize that CP is also dynamic. This study sought to get out of the cross-sectional and fragmented understanding of CP that is dynamic. Through this, we would like to propose the successful operation of the customer management program of service firms in relation to CP. This will lead to the success of service encounter where appropriate CP levels at each stage of relationship development can be achieved.

Factors Affecting Depression Changes in Adults According to Chronic Disease Type (성인의 만성질환 유형에 따른 우울변화에 영향을 미치는 요인에 관한 연구)

  • Sohn, Tae-Yong;Kim, Yun-Hwa
    • The Korean Journal of Health Service Management
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    • v.11 no.4
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    • pp.115-132
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    • 2017
  • Objectives : The purpose of this study was to investigate the depressive change and predictors of chronic illnesses and to examine whether depressive change predictors are different according to chronic disease types. Methods : Data from the 1st to the 10th year of the Korean Welfare Panel of 5,023 adults over 20 years of age who were treated for chronic diseases for more than three months were examined. We assessed demographic, sociological, and socioeconomic factors including depression predictors of chronically ill patients, and analyzed the data using latent growth modeling and multiple group analysis. Results : Depression symptoms of chronically ill patients gradually decreased, showing a linear relationship across time. In addition, multiple group analysis was performed for each type of chronic disease. Conclusions : We described the phenomenon of depression in chronically ill patients, and discussed the practical and policy interventions required to improve depression in chronically ill patients.

The Longitudinal Relationship between Korean Youth's Social Withdrawal, Depression and Community Sense Using Latent Growth Model : A Mediating Effect of Achievement Values (잠재성장모형을 활용한 중학생의 사회적 위축 및 우울과 공동체 의식 간의 종단적 관계 연구 : 성취가치의 매개효과)

  • Oh, Min-Ah;Jo, Hye-Young
    • Journal of Families and Better Life
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    • v.35 no.1
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    • pp.125-137
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    • 2017
  • The purpose of this study was to investigate the longitudinal relationship between Korean youth's social withdrawal, depression and community sense mediated by achievement values. For this purpose, we analyzed three years of the longitudinal panel data (2011-2013) of the Korean Children and Youth Panel Survey (KCYPS). Data were collected from 2,351 first year middle school students using the latent growth model using SPSS 18.0 and AMOS 22.0. The main analysis results were as follows. First, social withdrawal and depression decreased and community sense increased as time passed. These results supported the linear change model. Second, the initial status of social withdrawal and depression had effects on the initial status and change rates of community sense. Achievement values, the partial mediator, had a positive influence on initial community sense but had a negative influence on change rates of community sense. We discussed how to improve Korean youth's community sense based on these results.

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.

The Concurrent and Lagged Effects of Parental Neglect and Abuse on Longitudinal Changes in Late Childhood School Adjustment (후기 아동기 학교적응 변화에 대한 부모 방임과 학대 경향성의 동시 및 지연효과)

  • Choi, Subin;Yoo, Mee Sook
    • Korean Journal of School Psychology
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    • v.16 no.1
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    • pp.1-15
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    • 2019
  • The purpose of this study was to explore the concurrent and lagged effects of parental neglect and abuse on longitudinal changes in late childhood school adjustment. This study utilized survey data from the fourth through seventh iterations of the Korean Child Youth Panel Study conducted on fourth-year elementary school students through first-year middle school students. The data was analyzed using latent growth modeling. The results were as follows. First, the level of school adjustment decreased gradually. Second, both neglect and abuse had concurrent effects on school adjustment. Third, neglect had lagged effects on school adjustment but abuse did not. The paper discusses the implications of these results. The results of this study can be used to better understand and support children who have suffered neglect or abuse adjust to school during late childhood.

The Effects of Negative Emotionality and Mother's Social Parenting during Infancy on Peer Interaction at Age 3 : A Longitudinal Study Using Latent Growth Modeling (영아기 부정적 정서성과 어머니의 사회적 양육행동이 3세 유아의 또래 상호작용에 미치는 영향 : 잠재성장모형을 이용한 종단 연구)

  • Choi, Insuk
    • Korean Journal of Child Studies
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    • v.36 no.6
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    • pp.147-164
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    • 2015
  • The purpose of the present study was to examine the trajectories of children's negative emotionality and mother's social parenting over a 3-year period (for children at ages 1-3) and to then analyze the bidirectional effects between the two variables. The longitudinal casual relationship among children's negative emotionality, mother's social parenting and peer interaction at age 3 was also examined. The data, taken from the Panel Study on Korean Children, were analyzed using latent growth modeling. The results were as follows. First, the level of negative emotionality was seen to have increased by 2 years of age, whereas the level of mother's social parenting decreased by this point. Second, higher initial negative emotionality predicted decreases in mother's social parenting, However, higher initial mother's social parenting predicted increases in children's negative emotionality. The initial level and slope of mothers' positive parenting predicted peer interaction at age 3, while only the slope of negative emotionality predicted peer interaction. These findings suggest that temperament and parenting predict changes in each other and peer interaction.