Exploration of Factors Affecting Life Satisfaction of Older Adults Using Random Forest

2021 ◽  
Vol 41 (5) ◽  
pp. 803-823
Author(s):  
Yelin Shu ◽  
Ja-Kyung Park ◽  
Gwi-young Ko
2017 ◽  
Vol 87 (4) ◽  
pp. 392-414 ◽  
Author(s):  
Sevilay S. Celik ◽  
Yusuf Celik ◽  
Neset Hikmet ◽  
Mahmud M. Khan

This study aimed to examine the determinants of life satisfaction of older adults in Turkey. The sample consisted of 2,959 older adults over 65 years. The effects of psychological, daily life and instrumental activity, physical health and health status, and other important variables on life satisfaction were analyzed. The variables lessening life satisfaction for older adults included poverty, a lower self-reported health status, a decline in physical health, ability to chew, ability to do household activities, and an increase in feelings of depression and feeling social withdrawn. In contrast, being married, having a higher education level, and having an income-generating work increased life satisfaction among older adults. This study suggests the necessity of developing local and national policies that enable older adults to become more active in their communities. These policies should be coordinated under the framework of national aging policies that bridge health, social, and economic issues.


2020 ◽  
Vol 4 (Supplement_1) ◽  
pp. 498-498
Author(s):  
Meeryoung Kim

Abstract As life expectancy increases, older adults need to find ways to occupy their time for 20-30 years. For Korean older adults, social activities such as having relationships with others as well as, involvement in organizations and volunteer work, are important for their social identity. Social activities are one of the categories of Rowe and Kahn’s successful aging, this study examined the effect of having relationships, involvement in organizations and volunteering on the life satisfaction of older adults. This study used the 6th additional wave of the Korean Retirement and Income Study (2016). The target population was older adults (50~59, 60~74, 75+). The sample size was 1,921, 2,344 and 962 respectively. For data analysis, ANOVA and multiple regressions were used. The demographic variables were controlled. As for independent variables, having relationships, involvement in organizations, and volunteering were used. For the dependent variable, life satisfaction was used. Having relationships, involvement in organizations and volunteering were significantly different by age group. For each age group, the factors affecting life satisfaction differ. For the middle aged group, involvement in organizations and volunteering were significant factors affecting life satisfaction. For young-old adults, volunteering had the most significant effect on life satisfaction. Finally, for old-old adults, both having human relations and involvement in organizations were significant. These findings imply that social activities differ by age group. Also, the kind of activities affecting life satisfaction differ by age group. These findings imply that it is important for older adults to be involved in society, in various ways.


2019 ◽  
Author(s):  
Yu-Jin Cha

Abstract Background: The purpose of this study was to identify whether there is a difference in time use between a group of subjects with occupational balance, the occupational balance group (OB group) and a group of subjects lacking occupational balance, the occupational imbalance group (OI group), and what factors influence the life satisfaction of the OB group. This study used raw data from the 2014 Time Use Survey of the Korea National Statistical Office (KOSTAT). Methods: This study sorted detailed activities of the 9.228 subjects who were over 65 years of age. We conducted an independent sample t-test to confirm the time difference by areas between the OB group and the OI groups. In order to confirm the effect of variables on life satisfaction, we performed regression analysis by applying an ordered probit model (OPM). Results: The analysis of time use corresponding to eight activity areas showed the greatest time use for the instrumental activities of daily living (IADL), followed by rest and sleep, leisure, and activities of daily living (ADL). The largest effect size (ES) was social participation, followed by leisure, IADL, and work. As a result of analyzing the factors affecting the life satisfaction of the OB group, we found that lower age, females, a higher level of education, a lower need for care, higher income, and agricultural residence tended to correspond to higher life satisfaction. Conclusions : This study may provide a basis for the development of the time‐use management and lifestyle redesign programs to assist older adults in pursuing disease prevention and health maintenance roles by themselves.


2020 ◽  
Vol 4 (Supplement_1) ◽  
pp. 340-340
Author(s):  
Kasturi Banerjee ◽  
Tamara Baker

Abstract India has a rapidly expanding aging population whose unique mental health needs remain largely unexplored. Existent preliminary data however, show a significant association between life satisfaction and depressive symptoms within this population. Yet, little is known regarding the specific social and behavioral factors that may influence this relationship. Using data from the Longitudinal Aging Study in India (LASI) Pilot survey, the current study aimed to examine demographic and psychosocial factors associated with life satisfaction and subjective well-being among older adults 45+ years of age in the Indian states of Punjab, Rajasthan, Kerala and Karnataka. Results from the multivariate analyses indicated that age, household resources, neighborhood safety, religion, literacy status and participation in social activities are significantly associated with life satisfaction. Belonging to a southern state (β=.156; p<0.001), being financial provider status (β=-.073; p<0.001) and not being a care provider (β=.105; p<0.01) were significant predictors of greater life satisfaction. These findings are consistent with previous exploration of state level disparities regarding accessible resources and quality of life, and similarly the need to better understand the role of financial difficulties and care-giving burden among this population. These findings suggest the need to use qualitative assessment that explores the role additional factors such as social engagement and perceived neighborhood support have on this population’s subjective well-being; thereby shaping public policy, focus resources, and form the foundation of intervention programs.


Author(s):  
Ah-Ram Kim ◽  
Jin-Hyuck Park ◽  
Hae-Yean Park

Objective: This study aimed to analyze the factors affecting depression among South Korean middle-aged and older adults using data from the Korean Longitudinal Study of Aging. Methods: We analyzed data regarding demographic characteristics, lifestyle, quality of life, cognitive level, and depression. Cognitive level and depression were evaluated using the Korean-Mini-Mental Status Examination and Center for Epidemiological Studies Depression Scale, respectively. Results: Depression was correlated with age, gender, residential area, level of education, alcohol intake, regular exercise, life satisfaction, and cognitive level, but not smoking. Furthermore, depression was highly affected by age, residential area, regular exercise, life satisfaction, and cognitive level, with a prediction accuracy of 80.26% achieved through machine learning analysis. Conclusions: Various factors are associated with depression in middle-aged and older adults. Therefore, multifaceted interventions for preventing depression in these age groups are required.


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