• Title/Summary/Keyword: 이항로지스틱회귀분석

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The Effect on Employment of Employment Preparation Activities in College Graduates (전문대학생의 취업준비활동이 취업에 미치는 영향)

  • Choe, Sun-Mi
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.4
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    • pp.2556-2563
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    • 2015
  • This study aims to find out the employment effectiveness of employment preparation activities that college students experience, especially focused on analyzing employment effects of college employment-related activities such as career choice and employment support program, along with individual preparation activities such as qualification, vocational training, etc. It performed binary logistic regression analysis using 2011 Graduates Occupational Mobility Survey data of 3,249 college graduates. The results showed that In college characteristics, the higher grade point average was and the more college was located in non-metropolitan area, the higher employment probability was. In the case of major field, Medicine, Education, Engineering, Social Science, Natural science in highest first order had employment probability higher than the reference group. The results showed that the number of qualification, interview skill & resume description skill program participation, and job search experience before and after graduation among employment preparation activities had an effect on employment. The rest, that is, vocational training, career employment curriculum, work experience program, career counseling program, employment camp, in-school job experience, employment goal status before graduation did not have an direct effect on employment.

The effect of North Korean Refugee Women's Experiences of Social Violence and Self-esteem on Suicidal Thoughts (사회적 폭력경험과 자아존중감이 북한이탈여성의 자살생각에 미치는 영향)

  • Sung, Jung-Hyeun;Kim, Ji-Hye
    • The Journal of the Korea Contents Association
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    • v.21 no.11
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    • pp.761-772
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    • 2021
  • This study aims to investigate the effect of violence experience and self-esteem experienced in social scenes such as work and school on suicidal thoughts. For this purpose, I used the Ministry of Gender Equality and Family(2017)'s data of the current situation of social violence victims. To this end, descriptive statistics, correlation, and hierarchical binary logistic regression analysis were performed. The findings of this study are as follows: The experience of social violence among North Korean refugee women had a positive effect on suicidal thoughts, and self-esteem had a negative effect on suicide-related features. This means that if you have experienced social violence, you are more likely to have suicidal thinking, and the higher your self-esteem is, the less likely your suicidal thinking is. Based upon the results of this study, practical intervention measures were proposed to prevent social violence, and to improve physical/mental health and self-esteem of North Korean refugee women.

A Study on the Profile Analysis of Types of Adolescents' Stress (청소년의 스트레스 유형에 대한 프로파일 탐색)

  • Lim, Chae Young;Yeum, Dong Moon;Jung, Hyun Tae
    • Korean Journal of Social Welfare
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    • v.68 no.2
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    • pp.213-232
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    • 2016
  • The purpose of this study is to explore the stress profile that adolescent perceives by using Latent Profile Analysis (LPA), and to examine the effect of characteristics variable per groups that appeared in profile. By using the cross-section data of 'A survey on the human right of Korean children and adolescent in 2013' issued by National Youth Policy Institute, the LPA concerning the stress type was conducted and surveyed 9,521 adolescents from fourth grade in elementary school to seniors in high school nationwide. The result of this study shows that two class types were selected according to the goodness-of-fit index and latent class classification rate. Type 1 is named low-risk group as they show low level, whereas type 2 is named relative risk group as they show high level. In order to predict the characteristics of adolescent stress, the study conducted Binary Logistic Regression analysis on the basis of low-risk group. There is higher probability to belong to relative risk group, the more they are female students than male students, the less their subjective health condition and happiness, the more runaway experience, the less school grades and the less economic affluence in their household. The implication of this research, its limitation and direction of follow-up research were suggested.

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The Effect of Social Isolation on Dementia in rural elderly: Comparison Between Young-old and Old-old Group (농촌 노인의 사회적 고립이 치매에 미치는 영향 : 전기노인과 후기노인 비교 분석)

  • Lee, Sangchul
    • Korean Journal of Social Welfare Studies
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    • v.48 no.2
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    • pp.143-171
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    • 2017
  • Along with the well-established evidence on the negative effect of social isolation on physical mental health and mortality, increasing attention has been paid to multi-dimensional nature of social isolation. In this study, the main effect and interaction effect of objective and subjective social isolation on heterogeneous age cohort related to the onset of dementia, which is becoming a social problem due to rapid aging of health issues, was examined through binary logistic regression analysis. Data came from the first wave of Korean Social Life, Health and Aging Project (KSHAP) (N= 814). Findings showed 1) in the young-old, objective isolation was a significant on the incidence of dementia, 2) in the old-old, subjective isolation increased the risk of dementia. In summary, the relative influence of objective and subjective social isolation related to the incidence of dementia varies depending on the young-old and old-old. On the other hand, the interaction effect of objective and subjective social isolation on dementia was not significant in both the young-old and old-old. Based on the findings, we discussed implications and suggestions for future research and relevant policy and program development(dementia-friendly communities) for ameliorating objective and subjective social isolation.

Discrimination Experience and Employment of People with Developmental Disabilities: Moderating Effect of Family Employment Support (발달장애인의 차별경험이 취업에 미치는 영향: 가족취업지지의 조절효과)

  • Ham, Hyun-Jin
    • Journal of Digital Convergence
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    • v.20 no.5
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    • pp.703-712
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    • 2022
  • The purpose of this study is to present practical implications for employment of people with developmental disabilities by analyzing the moderating effect of family employment support in the relationship between discrimination experience and employment of people with developmental disabilities. The subjects of the study were 394 people with developmental disabilities who participated in the 2nd wave 4th survey of the 2019 Employment Panel Survey for the Disabled, and a hierarchical binary logistic regression analysis was conducted to verify the hypothesis. As a result of the study, it was found that the experience of discrimination among people with developmental disabilities negative effects employment, and family employment support has a significant moderating effect, strengthening the negative effect of discrimination on employment. Therefore, the importance of improving the working environment reflecting the needs of families with developmental disabilities, the necessity of employment support policies, and strengthening trust with the state and local communities were discussed.

Factors Affecting Residents' Propensity to Stay in Their Current Residence: Focused on Aging Effect (지역소멸 위기감이 계속거주의향에 미치는 영향에 관한 연구 - 연령의 조절효과를 중심으로 -)

  • You, Na-young;Lee, Gi-Hun;Ma, Kang-Rae
    • Journal of the Korean Regional Science Association
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    • v.38 no.4
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    • pp.19-29
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    • 2022
  • Previous studies on the factors affecting residents' migration have shown that residents who feel dissatisfied with their residential environment are more likely to move to another area than those who feel satisfied. The main purpose of this study is to investigate the subjective evaluation of the decline of the place and its impact on the intention to stay. This study used the data from Hankyoreh 21 survey of the residents who have been residing in the declining regions. The main finding of this study is that residents have a much higher propensity to stay as they become older. The fact that residents' staying intention tends to increase with age seems to be closely related to physical and economic constraints of older residents. Therefore, it can be inferred from the result that the elderly are more likely to be exposed to disadvantageous environments than the young residents in the declining regions.

A Study on Predicting the Potential for Bid-Rigging among Bidders using FTT in Public Construction Projects (FTT를 활용한 입찰실무자의 입찰담합 가능성 예측 연구)

  • Cho, Jin-Ho;Shin, Young-Su;Kim, Byung-Soo
    • Korean Journal of Construction Engineering and Management
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    • v.24 no.6
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    • pp.36-44
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    • 2023
  • The aim of this study is to predict the potential for bid-rigging among public construction bidders and develop preventive and responsive measures. By employing the Fraud Triangle Theory (FTT), which considers the factors of opportunity, pressure, and rationalization, we analyze and explore the bid-rigging potential among construction industry professionals. A survey is conducted among General and specialized construction firms to validate the FTT research model and predict individual bid-rigging tendencies. The results indicate that higher levels of pressure, greater opportunities, and stronger rationalization increase the likelihood of individual bid-rigging. Moreover, more opportunities and stronger rationalization also raise the potential for bid-rigging by others. Understanding these dynamics enhances our knowledge and contributes to the development of policies aimed at preventing bid-rigging.

The Effects of Ecological Variables on Volunteering among Older Adults: The Applications of General Ecological Theory of Aging (노인자원봉사활동에 있어서 생태환경 변수의 효과: 노화의 일반생태학 이론을 적용하여)

  • Lee, Hyunkee
    • 한국노년학
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    • v.32 no.3
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    • pp.777-800
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    • 2012
  • This paper aims to estimate the effects of environmental variables on volunteering among older persons and decide relationships between independent and dependent variables. The thesis conceptually points out that the integrated theory of resources too much emphasizes the important roles of human, social and cultural capital, but overlooks the influences of ecological environments in explaining volunteering among the older persons. And the thesis tries to apply the general ecological theory of aging to explaining volunteering of older people together with resource frameworks, and to estimate the effects of ecological environment variables on volunteerism for senior citizens. Using a micro data of 2009 National Social Survey by Statistics Korea, the paper screens out 10,268 subjects who are believed to socially retire and be above 55 years older. The multiple OLS regression and binomial logistic regression techniques are used to estimate the effects of ecological environments and resources on volunteering. The analysis results show that all of environmental and resource variables are related to volunteering at the level of p<.000. This means that environmental variables have independent effects on the volunteerism, controlling for resource variables. This results suggest that both theories have empirical evidences in explaining volunteerism in Korea. Also, at the end of paper, theoretical and policy implications for practices and future studies are discussed.

Prediction of Rear-end Crash Potential using Vehicle Trajectory Data (차량 주행궤적을 이용한 후미추돌 가능성 예측 모형)

  • Kim, Tae-Jin;O, Cheol;Gang, Gyeong-Pyo
    • Journal of Korean Society of Transportation
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    • v.29 no.3
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    • pp.73-82
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    • 2011
  • Recent advancement in traffic surveillance systems has allowed the researchers to obtain more detailed vehicular movement such as individual vehicle trajectory data. Understanding the characteristics of interactions between leading and following vehicles in the traffic flow stream is a backbone for designing and evaluating more sophisticated traffic and vehicle control strategies. This study proposes a methodology for estimating rear-end crash potential, as a probabilistic measure, in real-time based on the analysis of vehicular movements. The methodology presented in this study consists of three components. The first predicts vehicle position and speed every second using a Kalman filtering technique. The second estimates the probability for the vehicle's trajectory to belong to either 'changing lane' or 'going straight'. A binary logistic regression (BLR) is used to model the lane-changing decision of the subject vehicle. The other component calculates crash probability by employing an exponential decay function that uses time-to-collision (TTC) between the subject vehicle and the front vehicle. The result of this study is expected to be adapted in developing traffic control and information systems, in particular, for crash prevention.

Extraction of Hazardous Freeway Sections Using GPS-Based Probe Vehicle Speed Data (GPS 프로브 차량 속도자료를 이용한 고속도로 사고 위험구간 추출기법)

  • Park, Jae-Hong;Oh, Cheol;Kim, Tae-Hyung;Joo, Shin-Hye
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.9 no.3
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    • pp.73-84
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    • 2010
  • This study presents a novel method to identify hazardous segments of freeway using global positioning system(GPS) based probe vehicle data. A variety of candidate contributing factors leading to higher potential of accident occurrence were extracted from the probe vehicle dataset. The research problem was defined as a classification problem, then a well-known classifier, bayesian neural network was adopted to solve the problem. A binary logistic regression technique was also used for selecting salient input variables. Test results showed that the proposed method is promising in extracting hazardous freeway sections. The outcome of this study will be effectively used for evaluating the safety of freeway sections and deriving countermeasures to prevent accidents.