scholarly journals From Data to Causes I: Building A General Cross-Lagged Panel Model (GCLM)

2019 ◽  
Vol 23 (4) ◽  
pp. 651-687 ◽  
Author(s):  
Michael J. Zyphur ◽  
Paul D. Allison ◽  
Louis Tay ◽  
Manuel C. Voelkle ◽  
Kristopher J. Preacher ◽  
...  
Keyword(s):  
Causal Inference ◽  
Structural Equation ◽  
National Income ◽  
Well Being ◽  
Equation Modeling ◽  
Data Sets ◽  
Subjective Well Being ◽  
Panel Model ◽  
Long Run ◽  
Short Run

This is the first paper in a series of two that synthesizes, compares, and extends methods for causal inference with longitudinal panel data in a structural equation modeling (SEM) framework. Starting with a cross-lagged approach, this paper builds a general cross-lagged panel model (GCLM) with parameters to account for stable factors while increasing the range of dynamic processes that can be modeled. We illustrate the GCLM by examining the relationship between national income and subjective well-being (SWB), showing how to examine hypotheses about short-run (via Granger-Sims tests) versus long-run effects (via impulse responses). When controlling for stable factors, we find no short-run or long-run effects among these variables, showing national SWB to be relatively stable, whereas income is less so. Our second paper addresses the differences between the GCLM and other methods. Online Supplementary Materials offer an Excel file automating GCLM input for Mplus (with an example also for Lavaan in R) and analyses using additional data sets and all program input/output. We also offer an introductory GCLM presentation at https://youtu.be/tHnnaRNPbXs . We conclude with a discussion of issues surrounding causal inference.

scholarly journals Adaptation and Loss Aversion in the Relationship Between GDP and Subjective Well-Being

2021 ◽  
Vol 0 (0) ◽  
Author(s):  
Matti Hovi ◽  
Jani-Petri Laamanen
Keyword(s):  
Economic Growth ◽  
Loss Aversion ◽  
National Income ◽  
Well Being ◽  
Macro Level ◽  
Subjective Well Being ◽  
Long Run ◽  
Short Run ◽  
The Relationship ◽  
Over Time

Abstract We examine the roles of macro-level adaptation — including social comparison effects becoming more important over time — and macroeconomic loss aversion in the time-series relationship between national income and subjective well-being. Models allowing for these phenomena are applied to cross-country panel data. We find evidence for macroeconomic loss aversion that becomes more important over time: the effects of economic growth become small and statistically insignificant in the long run, whereas the effects of contractions are large and long-lasting. The results are consistent with the Easterlin paradox and point to it being explained by macro-level adaptation to economic growth. Our results highlight the importance of allowing for both dynamics to distinguish long-run from short-run effects and asymmetries to recognize the important effects of contractions. Failing to do the former leads to a misleading impression of the long-run relationship between economic growth and well-being.

Work Life Balance and Job Satisfaction - A Structural Equation Modeling

GIS Business ◽  
2019 ◽  
Vol 14 (6) ◽  
pp. 156-162
Author(s):  
Dr. D. Shoba ◽  
Dr. G. Suganthi
Keyword(s):  
Job Satisfaction ◽  
Structural Equation ◽  
Well Being ◽  
Work Life ◽  
Work Life Balance ◽  
Equation Modeling ◽  
Subjective Well Being ◽  
Life Balance ◽  
Study Results

Work-Life balance has its importance from ancient days and the concept is very old, from the day the world has been created. There was a drastic change that has occurred in the market of teachers and their personal profiles. There are tremendous changes in various families which have bartered from the ‘breadwinner’ role of traditional men to single parent families and dual earning couples. This study furnishes an insight into work life balance and job satisfaction of teachers working in School of Villupuram District. The sample comprises of 75 school teachers from Government and private schools in Villupuram District. The Study results that there is increasing mediating evidence in Work-life balance as well as Job satisfaction of teachers are not affected by the type of school in which they are working. Job satisfaction or Pleasure of life will be affected as a whole by Work life balance of an individual which is the main which can be calculated by construct of subjective well being.

scholarly journals Family Solidarity, Social Support, Loneliness, and Well-Being Among Older Adults in Rural China

2020 ◽  
Vol 4 (Supplement_1) ◽  
pp. 319-320
Author(s):  
Xiaoyan Zhang ◽  
Merril Silverstein
Keyword(s):  
Older Adults ◽  
Life Satisfaction ◽  
Adult Children ◽  
Child Support ◽  
Structural Equation ◽  
Total Population ◽  
Well Being ◽  
Equation Modeling ◽  
National Bureau ◽  
Subjective Well Being

Abstract China is experiencing a large increase in elderly population. In 2019, China’s population aged 60 and above had reached 253 million, accounting for 18.1% of the total population (National Bureau of Statistics of China, 2020). By 2050, the number of adults aged 60+ would be up to 430 million, reaching one third of the total population (Du, Zhai & Chen, 2005). Considering such a rapid aging process and the existing large number of older adults in China, it becomes imperative to investigate how psychosocial factors affect this group’s subjective well-being. This study proposed that, among older adults, higher support received from each of the three relational sources (adult children, family and friends) were associated with reduced loneliness and improved well-being. Structural equation modeling was conducted using a sample of rural adults aged 60 and older (N= 1142) from the 2018 wave of data from the Longitudinal Study of Older Adults in Anhui Province, China. Findings indicated that support from adult children directly and indirectly decreased older adults’ depression and improved their life satisfaction through loneliness; while support from family members directly decreased depression but did not directly improve life satisfaction or indirectly improve well-being through loneliness. Although support from friends did not have a significant impact on older adults’ well-being, it indirectly improved well-being through reduced loneliness. Findings have implications for programs or interventions targeting both parent -adult-child support and friends support and reducing rural older adults’ loneliness.

scholarly journals Social support and subjective well-being among elderly Chinese empty-nester: Self-worth as a Mediator and self-reported health as a Moderator

2020 ◽  
Author(s):  
Hong Su ◽  
Yuqiu Zhou ◽  
Jianqin Cao ◽  
Haina Wang
Keyword(s):  
Social Support ◽  
Rural Areas ◽  
Structural Equation ◽  
Well Being ◽  
Mediation Effect ◽  
Equation Modeling ◽  
Subjective Well Being ◽  
Empty Nest ◽  
Self Worth ◽  
Reported Health

Abstract Purpose This study aimed to explore the relationship between social support, self-worth, self-reported health, and subjective well-being among the Chinese rural empty nest elderly, and whether self-worth and self-reported health affect these associations.Methods This cross-sectional study was performed from May 2017 to April 2018, the participants were 365 empty-nest elderly adults from rural areas of Chifeng City in Inner Mongolia. Data were collected with the General information questionnaire, Self-worth questionnaire for adults, Social Support Scale and Memorial University of New Found land Scale of Happiness. Structural equation modeling was used to test the mediation hypothesis. Bootstrapping was performed to confirm the mediation effect. Hayes’s SPSS-PROCESS was used for testing the moderating effects.Results Self-worth showed significant correlations with social support, self-reported health and subjective well-being (all P<0.01).Bootstrapping indicated that the mediating role of self-worth was statistically significant. And self-reported health moderated the social support and subjective well-being association.Conclusions Self-worth and self-reported health are important targets for prevention and intervention for improving the subjective well-being of the rural empty-nest elderly.

The Influence of Attending Festivals with Children on Family Quality of Life, Subjective Well-Being, and Event Experience

2021 ◽  
Author(s):  
Yi Liu ◽  
Jason Draper
Keyword(s):  
Quality Of Life ◽  
Family Relationships ◽  
Structural Equation ◽  
Well Being ◽  
Equation Modeling ◽  
Family Quality Of Life ◽  
Subjective Well Being ◽  
Family Activity ◽  
The Relationship

Participants attending a festival(s) with children is a family activity that influences family relationships. This study examines the relationship between attending status (e.g., with or without children), event experience, subjective well-being, and family quality of life (FQOL). A total of 585 festival participants’ data analyzed by structural equation modeling (SEM) revealed that participants attending with children have a higher level of subjective well-being and FQOL compared to those without children. Participants attending with children have a higher level of cognitive engagement and experience novelty in festivals compared to those without children. Event experience results in a significant positive relationship with subjective well-being. This study expands current event literature in terms of FQOL and provides a practical guideline to event organizers to better understand the significance of festivals.

scholarly journals Longitudinal stability and interrelations between health behavior and subjective well-being in a follow-up of nine years

PLoS ONE ◽  
2021 ◽  
Vol 16 (10) ◽  
pp. e0259280
Author(s):  
Säde Stenlund ◽  
Niina Junttila ◽  
Heli Koivumaa-Honkanen ◽  
Lauri Sillanmäki ◽  
David Stenlund ◽  
...  
Keyword(s):  
Structural Equation Modeling ◽  
Health Behavior ◽  
Health Behaviors ◽  
Structural Equation ◽  
Well Being ◽  
Equation Modeling ◽  
Subjective Well Being ◽  
Cross Sectional ◽  
The Cross

Background The bidirectional relationship between health behavior and subjective well-being has previously been studied sparsely, and mainly for individual health behaviors and regression models. In the present study, we deepen this knowledge focusing on the four principal health behaviors and using structural equation modeling with selected covariates. Methods The follow-up data (n = 11,804) was derived from a population-based random sample of working-age Finns from two waves (2003 and 2012) of the Health and Social Support (HeSSup) postal survey. Structural equation modeling was used to study the cross-sectional, cross-lagged, and longitudinal relationships between the four principal health behaviors and subjective well-being at baseline and after the nine-year follow-up adjusted for age, gender, education, and self-reported diseases. The included health behaviors were physical activity, dietary habits, alcohol consumption, and smoking status. Subjective well-being was measured through four items comprising happiness, interest, and ease in life, and perceived loneliness. Results Bidirectionally, only health behavior in 2003 predicted subjective well-being in 2012, whereas subjective well-being in 2003 did not predict health behavior in 2012. In addition, the cross-sectional interactions in 2003 and in 2012 between health behavior and subjective well-being were statistically significant. The baseline levels predicted their respective follow-up levels, the effect being stronger in health behavior than in subjective well-being. Conclusion The four principal health behaviors together predict subsequent subjective well-being after an extensive follow-up. Although not particularly strong, the results could still be used for motivation for health behavior change, because of the beneficial effects of health behavior on subjective well-being.

scholarly journals Adolescent Life Satisfaction Explained by Social Support, Emotion Regulation, and Resilience

2021 ◽  
Vol 12 ◽  
Author(s):  
Lorea Azpiazu Izaguirre ◽  
Arantzazu Rodríguez Fernández ◽  
Eider Goñi Palacios
Keyword(s):  
Social Support ◽  
Life Satisfaction ◽  
Emotion Regulation ◽  
Structural Equation ◽  
Satisfaction With Life ◽  
Well Being ◽  
Satisfaction With Life Scale ◽  
Positive Development ◽  
Equation Modeling ◽  
Subjective Well Being

Adolescence is a stage characterized by many biological and psychosocial changes, all of which may result in a decrease in subjective well-being. It is therefore necessary to identify those factors that contribute to increased life satisfaction, in order to promote positive development among young people. The aim of this study is to examine the dynamics of a set of variables that contribute to life satisfaction. A total of 1,188 adolescents (aged between 12 and 16 years) completed the Perceived Social Support from Family and Friends and Perception of the School Environment Questionnaires, the Trait Meta Mood Scale (TMMS), Connor-Davidson Resilience Scale-10 (CD-RISC), and Satisfaction with Life Scale (SWLS) for social support, emotion regulation, resilience, and life satisfaction. By applying structural equation modeling (SEM), the results reveal a direct prediction of family support, emotion regulation, and resilience on life satisfaction. Support from friends and emotion regulation was also found to explain resilience, and support from family and teachers was found to predict emotion regulation. In conclusion, emotion regulation and social support were found to indirectly affect life satisfaction among adolescents through resilience. The theoretical and practical implications of these results are discussed.

scholarly journals The Ratio of Social Activity and Satisfaction of Basic Psychological Needs, Subjective Well-being and Social Frustration of Young People

2020 ◽  
pp. 176-195
Author(s):  
R.M. Shamionov ◽  
Keyword(s):  
Life Satisfaction ◽  
Young People ◽  
Structural Equation ◽  
Social Activity ◽  
Basic Needs ◽  
Well Being ◽  
Psychological Needs ◽  
Basic Psychological Needs ◽  
Equation Modeling ◽  
Subjective Well Being

The study of the ratio of meeting the basic needs, subjective well-being, social frustration and commitment to various forms of activity will help to understand the internal regulation of young people’s social behavior. Such scientific knowledge is necessary to expand the opportunities for social self-determination of young people and risk management of social activity. The purpose is to study the ratio of meeting the basic needs, characteristics of subjective well-being (life satisfaction and happiness experience), social frustration and social activity of young people, to identify direct and indirect effects using structural equation modeling. 305 people took part in the study. We used the questionnaire aimed at evaluating the inclusion in various social activity types, and the Basic Needs Satisfaction in General Scale (Johnston, Finney, 2010), the Life Satisfaction Scale (Diener, Emmons, Larsen, Griffin, 1985), the Happiness Scale (Lyubomirsky, Lepper, 1999), and the Social Frustration Scale (Wasserman, 2004). We have established that meeting the basic needs, life satisfaction, and happiness are associated with commitment to various forms of social activity. The highest level of determination (in terms of the number of correlations and the closeness of connections) was found in relation to leisure, educational and developmental, religious (positive) and radical protest (negative) activity. At the same time, satisfaction of the need for competence is the most im-portant in motivating different forms of activity. Civil, socio-economic, and educational-developmental activities are associated with social satisfaction in various areas (the content of their work, life prospects, services and medical services, leisure activities, etc.), and social frustration is associated positively with protest, radical protest, and only in one case (dissatis-faction with security), with subcultural activity. Satisfaction of basic needs accounts for 2 to 15% of variations in commitment to various forms of social activity, and life satisfaction accounts for about 22% of variations in social activity.

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