• Title/Summary/Keyword: Employment Determinants

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Predicting Default Risk among Young Adults with Random Forest Algorithm (랜덤포레스트 모델을 활용한 청년층 차입자의 채무 불이행 위험 연구)

  • Lee, Jonghee
    • Journal of Family Resource Management and Policy Review
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    • v.26 no.3
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    • pp.19-34
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    • 2022
  • There are growing concerns about debt insolvency among youth and low-income households. The deterioration in household debt quality among young people is due to a combination of sluggish employment, an increase in student loan burden and an increase in high-interest loans from the secondary financial sector. The purpose of this study was to explore the possibility of household debt default among young borrowers in Korea and to predict the factors affecting this possibility. This study utilized the 2021 Household Finance and Welfare Survey and used random forest algorithm to comprehensively analyze factors related to the possibility of default risk among young adults. This study presented the importance index and partial dependence charts of major determinants. This study found that the ratio of debt to assets(DTA), medical costs, household default risk index (HDRI), communication costs, and housing costs the focal independent variables.

Occupational Diversification of Doctorates in Science and Technology (과학기술 분야 박사학위자의 직업다변화 및 결정요인 분석)

  • Cho, Kawon
    • Journal of Technology Innovation
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    • v.28 no.3
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    • pp.55-76
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    • 2020
  • The traditional occupational boundaries of human resources in science and technology (S&T) have quickly blurred in Korea. On the one hand, the knowledge-based economy has emerged and S&T proliferated beyond conventional areas, leading scientists and engineers to advance into various convergence fields. On the other hand, Korea's labor market is characterized by a higher percentage of highly-educated human resources and a relatively smaller number of high-quality jobs. As a result, the highly educated in S&T have flowed over the traditional careers into non-S&T careers. Focusing on doctorates in S&T, this paper analyzes changes in their career patterns and identifies main determinants. Specifically, jobs are categorized into traditional STEM occupations and the others in order to identify fluctuations in their share and to analyze factors affecting such changes. The analyses are based on data from the 'Survey on Careers and Mobility of Doctorate Holders 2012' conducted by the Science and Technology Policy Institute. The results exhibit marked changes in the occupational composition of doctorates in S&T. Occupational diversification has been proceeded faster in natural sciences, the private sector, and the younger generation than in engineering, the public sector, and the older generation.

Housing Characteristics of the Youth and their Determinants in Capital and Non-Capital City Regions (수도권 및 비수도권 청년층의 주거특성 및 주거특성에 미치는 영향요인 분석)

  • Hwang, Kwanghoon
    • Land and Housing Review
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    • v.13 no.3
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    • pp.21-38
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    • 2022
  • In this study, the housing-related characteristics of the youth are reviewed using data from the 4th - 14th Youth Panel Survey(YP2007) of the Korea Employment Information Service in the period 2010 - 2020. The factors that affect the characteristics of their dwelling are analysed. As a result, males, highly educated, and employed people are more likely to live in their own homes and apartments, but many of them seem to be living with their parents. On the contrary, economically independent young people tend to occupy their dwellings in the form of jeonsei/monthly rent and live in multi-family units, villas, and officetel. To support the youth in overcoming their key issues such as housing affordability, jobs, and marriage, so that they can play their roles, the cost of homeownership and rent should be tailored to their economic situations.

Prevalence and Risk Factors of Functional Gastrointestinal Disorders in Infants in Indonesia

  • Lily Arsanti Lestari;Adhyatma Noor Rizal;Wahyu Damayanti;Yulianti Wibowo;Chang Ming;Yvan Vandenplas
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • v.26 no.1
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    • pp.59-86
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    • 2023
  • Purpose: Information regarding functional gastrointestinal disorders (FGIDs) in infants is currently lacking in Indonesia. This study aimed to describe the prevalence and risk factors of FGIDs in infants aged 6 weeks to 4 months in Indonesia. Methods: This cross-sectional study of 433 infants was conducted between September 2018 and February 2020. Information on FGIDs was collected using the Infant Gastrointestinal Symptom Questionnaire and the Feeding Practice and Gut Comfort Questionnaire. Adapted Rome IV criteria were used to define the FGIDs. Results: The prevalence of regurgitation was 26.3%; 16.8% of the infants presented cryingrelated symptoms and 5.5% exhibited constipation. The statistical analyses revealed that constipation was associated with sex (odds ratio [OR], 2.74; 95% confidence interval [CI], 1.07-7.71; p=0.043), employment of the father (OR, 0.3; 95% CI, 0.12-0.77; p=0.01), and education of the mother (OR, 1.92; 95% CI, 1.07-3.51; p=0.031). Length at birth (OR, 0.74; 95% CI, 0.55-0.99; p=0.042) was associated with constipation. Length at visit (OR, 0.83; 95% CI, 0.76-0.91; p<0.001) was associated with regurgitation, and the weight at visit (OR, 0.58; 95% CI, 0.35-0.96; p=0.038) was associated with crying and/or colic. A history of parental FGIDs was associated with crying-related symptoms (OR, 2.12; 95% CI, 1.23-3.68; p=0.007). Conclusion: Regurgitation, crying, and constipation are common FGIDs in infants. Some parental and infant characteristics may be predictors for FGIDs. Further investigations are needed to evaluate the clinical relevance of our findings. Understanding the determinants of FGIDs will benefit healthcare professionals and parents to improve infant's quality of life and better manage these condition.

Comparison of Dietary Behavior between Atopic Dermatitis Patients and Controls in Elementary School Students Living in the Sung-nam Area (성남시 소재 초등학교 저학년에서 아토피 피부염 환자군과 대조군의 식생활 비교)

  • Shin, You-Kyung;Kim, Myung-Hee;Chung, Ja-Yong
    • Journal of the Korean Society of Food Culture
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    • v.23 no.5
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    • pp.655-661
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    • 2008
  • The prevalence of atopic dermatitis (AD) in children has increased dramatically in recent years. Although AD has genetic determinants, this rapid increase is most likely due to changes in environmental influences--for example, dietary changes. The purpose of this case-control study was to assess the relationship between the risk of developing AD and dietary factors, including eating habits, food intake, and the consumption of various functional foods in children at ages of 7 or 8 years. 143 AD patients and 335 healthy children participated in this study. A mini-dietary assessment was utilized to evaluate the food intake and dietary patterns of the children, and other information, including demographic and socioeconomic characteristics, eating habits, and the frequency of functional food use was collected using a questionnaire. The results demonstrated that, among the demographic and socioeconomic factors assessed in this study, female gender, mother's employment, and the family history of AD significantly increased the risk of AD. However, no differences in dietary habits and specific food intake between AD patients and healthy controls were identified. On the other hand, the frequencies of taking multivitamin supplements, Spirulina, or gamma-linoleic acid were significantly higher in AD patients than in the controls. These data indicate that alterations in eating habits and the intake of certain foods may not be a critical cause associated with the risk of AD in school-age children, and caution should be taken in recommending food elimination diets for the purpose of preventing AD. Further studies are required in order to determine whether the intake of specific nutrients could contribute to the increase or prevention of the development of AD in school-age children.

Determinants of the Utilization of Micro-enterprise Support Services (소액창업 지원서비스 이용에 영향을 미치는 요인 분석)

  • Chung, Youngsoon;Shim, Haisun;Kim, Kyoyeon
    • Korean Journal of Social Welfare Studies
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    • v.41 no.4
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    • pp.135-160
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    • 2010
  • This study was designed to analyze, by using a hierarchical logistic regression analysis method, how difficulties in business start-ups and personal characteristics independently determine the utilization of micro-enterprise support services. The services were categorized into eight areas: capital, technical service, psychological service, item feasibility and business plan, site selection and interior service, marketing, finance and accounting, employment service. This study found that difficulties in business start-ups were a significant factor in six areas. Personal characteristics were a significant factor in four areas, when difficulties in start-ups were controlled. Among the personal characteristics, higher possibility of service utilization was anticipated in people with start-ups experience than people without experience, and in women than men. This results point out that service strategies should be targeted for people with difficulties in order to improve the accessibility of micro-enterprises support services. The results also indicate that the strategies should be considered for people with no start-ups experience, low academic ability, and female entrepreneurs who are vulnerable.

The Effects of Work Sense, Job Stress, Job Satisfaction on Turnover Intention of Caregivers in Long-Term Care Hospitals (요양병원 간병인의 직업의식, 직무스트레스, 직무만족도가 이직의도에 미치는 영향)

  • Hyeon-Suk Han;Wang-keun Yoo;Eun-Su Do
    • Korea Journal of Hospital Management
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    • v.28 no.4
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    • pp.23-32
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    • 2023
  • Purposes: Caregivers are placed in a poor working environment because there is no special legal basis or definition in the current medical system, and they have difficulty in supplying manpower due to frequent job change and retirement. Therefore, this study aimed to find out the effect on job consciousness, job stress, job satisfaction, and turnover intention of caregivers in nursing hospitals for the elderly. Methodology: In this study, a survey was conducted from May 2nd to 16th, 2022, targeting caregivers with more than 6 months of work experience working at 10 nursing hospitals in D City. Data were collected through convenience sampling, and a self-administered questionnaire method was used, in which subjects filled out a questionnaire. A total of 240 questionnaires were distributed, and 220 copies were considered for the final analysis after excluding non-response or inappropriate questionnaires for data use. Data analysis used t-test, ANOVA, Pearson's correlation coefficient, and multiple linear regression analysis, and the main results are as follows. Findings: Job stress and job satisfaction showed a significant correlation with the level of turnover intention, and were also found to be major determinants. On the other hand, among the occupational characteristics of the study subjects, employment type, job motivation, service period, number of patients, injury experience, and license status showed a significant difference from turnover intention. Conclusion: As a result of the above research, in order to prevent job turnover and retirement by improving job stress and job satisfaction of caregivers engaged in nursing hospitals, it is necessary not only to legalize caregivers, but also to secure an appropriate level of caregivers for nursing hospitals and improve specific treatment for caregivers. Ultimately, a policy alternative that can provide quality nursing service is required.

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An Empirical Analysis of The Determinants and Long-term Projections for The Demand and Supply of Labor force (노동력수급의 요인분석과 전망)

  • 김중수
    • Korea journal of population studies
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    • v.9 no.1
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    • pp.41-53
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    • 1986
  • The purpose of this paper is two-fold. One is to investigate the determinants of the demand supply of labor, and another is to project long-term demand and supply of labor. The paper consists of three parts. In the first part, theoretical models and important hypotheses are discussed: for the case of a labor supply model, issues regarding discouraged worker model, permanent wage hypothesis, and relative wage hypothesis are examined and for the case of a demand model, issues regarding estimating an employment demand equation within the framework of an inverted short-run produc- tion function are inspected. Particularly, a theoretical justification for introducing a demographic cohort variable in a labor supply equation is also investigated. In the second part, empirical results of the estimated supply and demand equations are analyzed. Supply equations are specified differently between primary and secondary labor force. That is, for the case of primary labor force groups including males aged 25 and over, attempts are made to explain the variations in participation behavior within the framework of a neo-classical economics oriented permanent wage hypothesis. On the other hand, for the case of females and young male labor force, variations in participation rates are explained in terms of a relative wage hypothesis. In other words, the participation behavior of primary labor force is related to short-rum business fluctuations, while that of secondary labor force is associated with intermediate swings of business cycles and demographic changes in the age structure of population. Some major findings arc summarized as follows. (1) For the case of males aged 14~19 and 2O~24 groups and females aged 14∼19, the effect of schhool enrollment rate is dominant and thus it plays a key role in explaining the recent declining trend of participation rates of these groups. (2) Except for females aged 20∼24, a demographic cohort variable, which captures the impact of changes in the age structure on participation behavior, turns out to show positive and significant coefficients for secondary labor force groups. (3) A cyclical variable produce significant coefficients for prime-age males and females reflecting that as compared to other groups the labor supply behavior of these groups is more closely related to short-run cyclical variations (4) The wage variable, which represents a labor-leisure trade-off turns out to yield significant coefficients only for older age groups (6O and over) for both males and females. This result reveals that unlike the experiences of other higer-income nations, the participation decision of the labor force of our nation is not highly sensitive with respect to wage changes. (5)The estimated result of the employment demand equation displays that given that the level of GNP remains constant the ability of the economy to absord labor force has been declining;that is, the elasticity of GNP with respect to labor absorption decreasre over time. In the third part, the results of long-term projections (for the period of 1986 and 1995) for age-sex specific participation rates are discussed. The participation rate of total males is anticipated to increase slightly, which is contrary to the recent trend of declining participation rates of this group. For the groups aged 25 and below, the participation rates are forecast to decline although the magnitude of decrease is likely to shrink. On the other hand, the participation rate of prime- age males (25 to 59 years old) is predicted to increase slightly during 1985 and 1990. For the case of females, except for 20∼24 and 25∼34 age groups, the participation rates are projected to decrease: the participation rates of 25∼34 age group is likely to remain at its current level, while the participation rate of 20∼24 age group is expected to increase considerably in the future (specifi- cally, from 55% in 1985 to 61% in 1990 and to 69% in 1995). In conclusion, while the number of an excess supply of labor will increase in absolute magnitude, its size as a ratio of total labor force is not likely to increase. However, the age composition of labor force is predicted to change; that is, the proportion of prime-age male and female labor force is projected to increase.

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Middle-Old Age's Retirement Transition, Old Age Income Security and the Support of Gradual Retirement (중고령자의 퇴직전환 및 노후소득보장과 점진적 퇴직지원)

  • Ji, Eun-Jeong
    • Korean Journal of Social Welfare
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    • v.58 no.3
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    • pp.135-168
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    • 2006
  • This study reviewed pension reform's overall characteristic and(anticipated) positive negative effect in OECD countries's and then analysed middle-old age's retirement transition and determinants of full/gradual retirement through the $3{\sim}7th$ Korea Labor and Income Panel considering that Korea has been aging society quickly and it is necessary to suggest not only solution of early retirement and working age reduction but also pension reform. As a result of this study, about 1/4 of 50 years and older have been continuing to work through various pathways after retirement and 98% among fully retired older who passed by re-employment step of occupational status including retirement are still searching for jobs. This showed that it is also inappropriate to typical retirement concept itself on the lines of labour market participation in Korea and part-time/temporary work or self-employment have been used by means of alternatives of maintaining works for middle-old ages. However, the duration of changed occupational status of gradual retirees is mostly only $1{\sim}2$ years. Therefore it is necessary to support the gradual retirement to minimize a term of income insecurity and promote the work of the old ages who have will and capacity of work. Most of all, partial pension system which is main program of gradual retirement, should make the rules that beneficiaries are those who age less than pensionable age and benefit levels should be actuarial fairness together with pension system and provide substantial help. But, the introduction of partial pension system is not the only way to solve and needs overall social economic approach. Especially guarantee the increase of quantitative qualitative employment for middle-old ages linking labor market policy and supporting gradual retirement not ought to be abused to force the part time works and early retirement route against their own will.

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A Study on Determinants of Life Satisfaction of the Urban Elderly People (도시지역 노인의 생활만족 결정요인에 관한 연구)

  • Jung Young Ju
    • Journal of Korean Public Health Nursing
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    • v.13 no.2
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    • pp.143-160
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    • 1999
  • The purpose of this descriptive survey study was to examine the following items. 1) Score distribution of life satisfaction. powerlessness. perceived health status and self-esteem 2) Demographic characteristics and the affection of socioeconomic characterictics to life satisfaction. powerlessness. perceived health status and self-esteem 3) Correlationship between life satisfaction. powerlessness. perceived health status and self-esteem 4) Determining the factors affecting life satisfaction The subjects were 167 urban elderly people. Data were collected from May to July in 1998 using the questionaires. The data were analyzed by mean. ANOVA. Pearson correlation coefficient and stepwise multiple regression with SPSS win 7.5 program. The results were as follows : 1) The degree of life satisfaction and powerlessness were relatively low with the mean score of 42.4 and 39.79 respectively. and perceived health status and self-esteem were relatively high with the mean score of 3.15 out of 5 and 27.3 respectively. 2) There were no significant differences between demographic characteristics and life satisfaction. Education(F=2.91. p=0.02), previous employment(F=2.23. p=0.03) and marital status(F=3.85. p=0.04) showed significant differences in the relationship between demographic characteristics and powerlessness. Sex(F=6.40. p=0.0l). education(F=3.30. p=0.0l). marital status(F=7.13. p=0.008) and kinds of living togather(F=3.69. p=0.003) showed significant differences in the relationship between demographic characteristics and perceived health status. There were no significant differences between demographic characeristics and self-esteem. 3) Monthly allowance(F=3.68. p=0.007). participation in social activity(F=5.90. p=0.000) and number of social activities(F=5.27. p=0.000) showed significant differences in the relationship between socioeconomic characteristics and life satisfaction. Monthly allowance(F=3.13. p=0.01) and number of social activities(F=2.7. p=0.02) showed significant differences in the relationship between socioeconomic characteristics and powerlessness. There were no significant differences between socioeconomic characteristics and perceived health status. Montly allowance(F=4.82. p=0.001). particpation in social activity(F=2.90. p=0.02) and number of social activities(F=3.79. p=0.003) showed significant differences m the relationship between socioeconomic characteristics and self-esteem. 4) Powerlessness showed negative correltionship with perceived health staus(r=-0.295. p<0.001). self-esteem(r=-0.463. p<0.001) and life satisfaction(r=-0.514. p<0.001). Perceived health status showed positive correltionship with self-esteem(r=0.312. p<0.001) and life satisfaction (r=0.377. p<0.001). Self-esteem showed positive correlationship with life satisfaction(r=0.652. p(<0.001). 5) The predicting variances for life satisfaction m elderly people were self-esteem. powerlessness. participation in social activity and perceived health status. The most influencing factor among the variances was the self-esteem$(42.5\%)$ and powerlessness was the second. Both of self-esteem and powerlessness accounted for $48.2\%$ in life satisfaction. The addition of participation of social activity and perceived health status accounted for $52.9\%$ in life satisfaction.

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