• Title/Summary/Keyword: Longitudinal survey

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A multivariate latent class profile analysis for longitudinal data with a latent group variable

  • Lee, Jung Wun;Chung, Hwan
    • Communications for Statistical Applications and Methods
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    • v.27 no.1
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    • pp.15-35
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    • 2020
  • In research on behavioral studies, significant attention has been paid to the stage-sequential process for multiple latent class variables. We now explore the stage-sequential process of multiple latent class variables using the multivariate latent class profile analysis (MLCPA). A latent profile variable, representing the stage-sequential process in MLCPA, is formed by a set of repeatedly measured categorical response variables. This paper proposes the extended MLCPA in order to explain an association between the latent profile variable and the latent group variable as a form of a two-dimensional contingency table. We applied the extended MLCPA to the National Longitudinal Survey on Youth 1997 (NLSY97) data to investigate the association between of developmental progression of depression and substance use behaviors among adolescents who experienced Authoritarian parental styles in their youth.

The structural relationships among adolescents'mobile phone dependency, trajectories of depression, and self-regulated learning abilities (청소년의 휴대전화의존도, 우울의 변화 궤적 및 자기조절학습 능력 간의 구조적 관계)

  • Hong, Yea-Ji
    • Human Ecology Research
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    • v.59 no.3
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    • pp.341-351
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    • 2021
  • The purpose of this study was to examine the longitudinal relationships between Korean adolescents'mobile phone dependency, trajectories of depression, and self-regulated learning abilities. To achieve these goals, structural equation modeling analysis was conducted, using the 3rd, 5th and 7th wave of the data on 4th graders taken from the Korean Children and Youth Panel Survey. The results can be summarized as follows. First, growth-curve longitudinal analysis indicates that depression in 6th through 10th grade has increased. Second, mobile phone dependency among adolescents at 6th grade has a significant effect on both the initial value and the rate of change in depression. Also, the initial value and the rate of change in depression have significant relationships with mobile phone dependency at 10th grade. Moreover, both increased levels of mobile phone dependency and the rate of change in depression significantly influence adolescents'self-regulated learning abilities at 10th grade. Based on a longitudinal data set, these findings demonstrate the causal relationships between Korean adolescents'trajectories of depression and their mobile phone dependency. The findings also provide a comprehensive framework with implications for adolescents'development through an understanding of the relationships between adolescents'depression and mobile phone dependency, which impact their self-regulated learning abilities.

Influential Factors of Social Relation on the Change in the Depression Level of Elderly -Longitudinal Analysis using a Latent Growth Model (노인의 사회적관계 요인이 우울 궤적에 미치는 영향 -잠재성장모형을 이용한 종단연구)

  • Kim, Jin-hun
    • The Journal of the Korea Contents Association
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    • v.19 no.7
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    • pp.138-148
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    • 2019
  • Although social relation factors are confirmed to be closely associated with the depression level of the elderly through the preceding studies, there has been no specific study on subfactors of social relation that influence the trajectory of depression level. Considering such limitation, this study aims to analyze influencing subfactors of social relation on the trajectory of depression of the elderly. The 3rd, 4th, 5th, and 6th-year data of the Korean Longitudinal Survey of Ageing (KLoSA), which were provided by the Korea Employment Information Service (KEIS), were used in this study and 2,484 people aged 65 and over who responded to all the four-session surveys were used as final analysis subjects. In the result of the longitudinal study on depression level of the elderly aged 65 and over, the individual depression level was confirmed become lowered over time, showing a positive change. Also, the conditional model of Latent Growth Modeling (LGM) was applied to identify specific social network factors that influence the longitudinal change of depression level of the elderly. In the result of the analysis, it was found that initial value of depression of the elderly was influenced by whether they have a spouse or not, number of household member, meeting with close people, whether they do economic activity or not, whether they have a religion or not, etc. and the rate of change in depression of the elderly was influenced by number of household member, meeting with close people, expectation about life, etc. Through above results, this study suggests a need for specific programs and supports to continuously lower the depression level of the elderly.

Influential Factors on the Change in Life Satisfaction of Elderly Households -Longitudinal Analysis using a Latent Growth Model (노인가구 노인의 삶의 만족도 변화에 미치는 영향 요인 -잠재성장모형을 이용한 종단연구)

  • Kim, Jin-hun
    • The Journal of the Korea Contents Association
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    • v.19 no.1
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    • pp.339-349
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    • 2019
  • The purpose of this study is to analyze the influential factors on the change in life satisfaction of elderly households. In this study, single and couple elderly households were defined as elderly households and the 2nd, 3rd, and 4th data of the Korean Longitudinal Survey of Ageing (KLoSA) provided by the Korea Employment Information Service (KEIS) were used. And 677 respondents aged 65 and over who had replied to all 3 sessions were included in the final subjects. multinomial logistic regression analysis was conducted to examine the influential factors on life satisfaction by the type of elderly households according to consumption pattern and the result showed that there were common influential factors such as house owning status and subjective health status and the factors that influence specific types such as expectancy of standard of living. In addition, in the longitudinal analysis of life satisfaction of elderly households, individual satisfaction level was confirmed to reduce with time and the factors that influence the longitudinal change in the level of life satisfaction of elderly households was analyzed through the conditional model of a latent growth model. The analysis results showed that household type, house owning status, and subjective health status influenced the initial value of life satisfaction of elderly households while household type and expectancy of living standard influenced the change rate of life satisfaction of elderly households. Based on the results of this study, the followings are suggested. There is a need to improve the life satisfaction of old age by increasing the opportunity for self-realization of elderly households and also policy approach should be made selectively taking various types into consideration.

Testing the Representativeness of a Multimode Survey in South Korea: Results from KAMOS

  • Cho, Sung Kyum;LoCascio, Sarah Prusoff;Lee, Kay-O;Jang, Deok-Hyun;Lee, Jong Min
    • Asian Journal for Public Opinion Research
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    • v.4 no.2
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    • pp.73-87
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    • 2017
  • The Korean Academic Multimode Open Survey (KAMOS) is a national survey first conducted in 2016. Stratified cluster random sampling was used in an initial face-to-face survey during which panel members were recruited. The second survey allowed invited panel members to answer online or by phone. KAMOS includes both longitudinal items and omnibus items, i.e., researchers can propose questions to include on KAMOS. This paper seeks to establish that KAMOS is representative of the South Korean adult population. The demographic variables from the first survey were comparable to demographic variables from two well-respected surveys in South Korea: the KOSTAT Social Survey and the Gallup Korea Omnibus Survey. To ensure that there was no substantial difference between those who answered the first survey and those who answered the second survey, we compared the results of 22 items from the first survey. The 2,000 panel members who were invited to participate in the second survey had similar responses to the 1,008 of those who responded to the second survey. Based on our findings, KAMOS can be considered a representative sample.

The Effect of Incentives on Internet Surveys: Response Rate Changes After the Introduction of Incentives

  • Kennedy, John M.;Ouimet, Judith A.
    • Asian Journal for Public Opinion Research
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    • v.1 no.2
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    • pp.128-146
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    • 2014
  • Incentives are often included in survey design because they are known to improve response rates, at least moderately. This paper describes the changes in the response rates when incentives were introduced into a longitudinal survey. The National Survey of Student Engagement was conducted annually at Indiana University Bloomington from 2000 through 2012. In 2010, incentives were introduced in an attempt to reverse the declining response rates. The incentives performed as expected, raising the AAPOR Response Rate 3 from 24% in 2009 to 36% in 2010. From 2010 through 2012, different types of incentives were tried but the response rates did not change substantially. The results from the changes in incentives can help survey practitioners decide the number and types of incentives that might be used effectively to increase response rates.

The Longitudinal Mediation Effect of Adaptive Game Use on the Relationship of Adolescents' Game Usage and Self-control (청소년의 게임이용시간과 자기통제의 관계에서 적응적 게임활용의 종단적 매개효과)

  • Jin, Byung Jun;Lee, Ji Hae
    • Korean Journal of Culture and Social Issue
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    • v.28 no.3
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    • pp.331-352
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    • 2022
  • This study used a latent growth curve models(LGCM) to examine longitudinal changes in youth's game usage, self-control and the longitudinal mediation effect of adaptive game use in the relationship between game usage and self-control. A four-year longitudinal data of 863 adolescents from the Game User Panel Survey, provided through participation in the 2019 Game User Panel Research Conference hosted by the Korea Creative Contents Agency, was used to verify the longitudinal mediation effect of adaptive game use. SPSS 21 was used to verify the normality of variables from each wave, and to conduct correlation analysis. Mplus 6.12 was used to verify the longitudinal mediation effect. The results are as follows. First, game usage, self-control and adaptive game yielded linear temporal growth. Second, latent growth curve models showed that the direct effect of game usage on self-control was insignificant, but game usage had a significant indirect effect on self-control through adaptive game use. Continuous adaptive gaming increased self-control. Third, sobel test results showed that both the initial value and change rate of adaptive game use had a full-mediation effect, confirming the longitudinal mediation effect. This study verified the longitudinal change of self-control affected by change in game usage and adaptive game use.

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.

Longitudinal Data Analysis for School-aged Adolescents' Obesity Rates across the States (미국 청소년의 비만에 관한 종단적 분석)

  • Kim, TaeEung;Kim, Jongho;Hwang, Sunhwan
    • The Journal of the Korea Contents Association
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    • v.16 no.8
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    • pp.743-755
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    • 2016
  • The objectives of this research is to examine: 1) how the rates of adolescents' BMI change over time in terms of the state level; and 2) development difference in the state level of BMI in terms of children's obesogenic behaviors from 1999 to 2011. Data were drawn from the 1999-2011 Youth Risk Behavior Survey in the United States (N=260, 293, grades 9-12, and 27 states). Ordinary least squares regression and hierarchical linear modeling were utilized to capture a longitudinal time effect of school-aged adolescents' obesity rates across the states, controlling for demographics and nutrition- and physical activity-related behaviors. The state's level of children's BMI percentile was significantly associated with longitudinal time. Longitudinal time effect across the states appears to play an important factor associated with children's decrease of BMI percentile. Therefore the states' implementation of physical activity and nutritional policies seems to be effective for preventing and reducing childhood obesity during last decade. More attention should focus on enforcing the policy and overcoming current barriers in order to minimize children's obesogenic factor.

Effects of Family Size on Private Tutoring Expenditures in Korea (가족내 자녀수가 자녀에 대한 사교육 투자에 미치는 영향)

  • Kang, Changhui;Hyun, Bohun
    • Journal of Labour Economics
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    • v.35 no.1
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    • pp.111-136
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    • 2012
  • This paper investigates effects of family size on private tutoring expenditures, using a data set drawn from the Korean Longitudinal Survey of Women & Families (KLoWF). To deal with endogeneity of family size, the paper employs an instrumental variable (IV) method in which the sex of the first-born of the family is used as an IV. The results suggest that quantity-quality trade-offs of children within a family function in a way that varies by the sex of the child. While the effect of an increase in family size on private turoring expenditures of a second-born daughter is negative, the effect for a second-born son is indeterminate. The result for daughters implies that high costs of raising a child are likely to explain low birth rates of Korea.

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