• Title/Summary/Keyword: 로짓회귀분석

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A Case Study on the Development of Technology Rating Model for Investment (투자용 기술평가모형 개발사례 연구)

  • Hong, Jae-bum;Bae, Do Yong;Shim, Ki Jun;Hwang, Yujin;Kim, Sung-tae
    • Journal of the Korean Data Analysis Society
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    • v.20 no.6
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    • pp.2993-3002
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    • 2018
  • This case study introduces the process of developing the technology rating evaluation model for investment. The technology evaluation rating model for investment is a project that the Financial Services Commission and the Ministry of Commerce, Industry and Energy collaborated to expand the scope of technology finance from loan to investment. The technology evaluation model for investment was developed with the aim of predicting high growth companies. The model consists of a statistical model and an expert model. Here, statistical models were modeled by using logistic regression analysis. Expert models gathered opinions of experts and identified the weight of each evaluation item and set the model. The rating system of the model is composed of 10 grades. The distribution of the model was consistent with KTRS grade distribution. Interestingly, the emphasis is on technology and marketability. In the technology valuation grade model for the goddess, there is a considerable difference from the emphasis on managerial competence or business performance.

Usefulness of $^{201}Tl$ Myocardial Perfusion SPECT in Prediction of Left Ventricular Remodeling following an Acute Myocardial Infarction (급성심근경색 후 발생하는 좌심실 재구도 예측에 대한 $^{201}Tl$ 심근관류 SPECT의 운용성)

  • Yoon, Seok-Nam;Park, C.H.;Hwang, Kyung-Hoon
    • The Korean Journal of Nuclear Medicine
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    • v.34 no.1
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    • pp.30-38
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    • 2000
  • Purpose: We investigated the role of myocardial perfusion SPECT in prediction of ventricular dilatation and the role of revascularization including thrombolytic therapy and PTCA in prevention of ventricular dilatation after an acute myocardial infarction (AMI). Materials and Methods: We performed dipyridamole stress, 4 hour redistribution, and 24 hour reinjection Tl-201 SPECT in 16 patients with AMI two to nine days after attack. Perfusion and wall motion abnormalities were quantified by perfusion index (PI) and wall motion index (WMI). Left ventricular ejection fraction (LVEF), WMI and ventricular volume were measured within 1 week of AMI and after average of 6 months. According to serial changes of left ventricular end-diastolic volume (LVEDV), patients were divided into two groups. We compared WMI, PI and LVEF between the two groups. Relationships among degree of volume, stress-rest PI, WMI, CKMB, Q wave, LVEF and revascularization were analysed using multivariate analysis. Results: Only initial rest perfusion index was significantly different between the two groups (p<0.05). While initial LVEF, stress PI, CKMB, trial of revascularization procedure, presence of Q wave and WMI were not significantly different between the two groups. Eight of 16 patients (50%) showed LV dilatation on follow-up echocardiography. Three of 3 patients (100%) who did not undergo revascualrization procedure documented LV dilatation. And only 5 (38%) of the remaining 13 patients who underwent revascularization revealed LV dilatation. There was no difference in infarct location between the two groups. By multivariate linear regression analysis in patients only undergoing revascularization, rest perfusion index was the only significant factor. Conclusion: Myocardial perfusion SPECT performed prior to revascularization was useful in prediction of LV dilatation after an AMI. Rest perfusion index on myocardial perfusion plays as a significant predictor of left ventricular dilatation after AMI. And revascularization appears to be a valuable procedure in alleviating LV dilatation after AMI with or without viable myocardium in a limited number of patients studied retrospectively.

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A Study on Intergenerational Affective Solidarity in Korean Families (세대간 애정적 결속에 있어서 부계와 모계의 비교 연구)

  • Choi, Seul-Ki;Choi, Sae-Eun
    • Survey Research
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    • v.13 no.1
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    • pp.89-112
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    • 2012
  • This study aims to explore emotional closeness between grandparents and grandchildren in Korean families with a focus on the lineage. The effects of the geographical proximity and the normative aspect as well as intergenerational financial, instrumental, and emotional supports were taken into consideration to accounting for the grandparent-grandchildren affective solidarity. Research questions are addressed using the data of "Survey on Generational Solidarity and Differences in Cultural Experience and Perception in Korea", and a series of multinomial regression model were conducted. Findings indicate that the salient factor to boost grandchildren's affective solidarity with paternal grandparents is financial transfers between grandparents and parents. By contrast, all types of intergenerational supports affected grandchildren's emotional closeness toward maternal grandparents. Geographical proximity was associated with the affective solidarity between grandchildren and maternal grandparents. The effects of normative solidarity were not shown at both lineages.

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An Empirical Study of Two Different Groups of Zero Leverage Firms in Korea: Firms with Financial Constraints and Firms with Debt Avoidance for Future Investment (국내 무부채 기업의 두 종류 기업군에 관한 실증적 연구: 재정적 제약을 갖고 있는 그룹과 재무적 유연성을 추구하는 그룹)

  • Yang, Insun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.11
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    • pp.804-813
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    • 2020
  • This paper finds that Korean zero-leverage firms are not homogeneous. By conducting both univariate and multivariate logit regression analysis, this paper finds that Korean zero-leverage firms have zero leverage as either a consequence of financial constraints or because of a strategic decision to mitigate under-investment incentives and preserve financial flexibility. There are two distinct groups of unlevered firms with different levels of constraints as measured by their dividend policy, namely dividend payers and non-payers. Importantly, this paper finds new evidence that these two groups have different motives for selecting a zero leverage policy. Firms in the first group (non-payers) have zero leverage, mainly due to financial constraints. They rely heavily on their internal funds and consequently invest in fewer growth opportunities than their levered counterparts. Firms in the second group (payers) deliberately avoid debts and preserve financial flexibility to mitigate investment distortions, as predicted by the under-investment and financial flexibility hypotheses.

Factors Affecting on Suicidal Ideation in Public Assistance Recipients (공공부조 수급자의 자살생각 영향요인)

  • Lee, Ju Hyun;Kim, Min Ji;Lee, Byeong Hui;Noh, Jin-Won
    • The Journal of the Korea Contents Association
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    • v.15 no.8
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    • pp.366-374
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    • 2015
  • This study investigated what factors would affect suicidal ideation of the people who have received public assistance. For the purpose, the survey results of the 7th year(2012) of Korea Welfare Panel Study, which were conducted by Korea Institute for health and Social Affairs and Social Welfare Research Institute of Seoul National University, were used for analysis. In order to figure out the level of influence on the suicidal ideation, a binary logistic regression analysis using a binary logistic model was used as an analysis method. As a result, it was found that when the subjects are middle school graduates, and if they are married, there are low suicidal ideation. Also, the higher their self-esteem is and the higher their satisfaction with public assistance, the lower there they have suicidal ideation. Furthermore, it was proved that if they have depression, or in middle age, they have high possibility of suicidal ideation. It was proved that satisfaction with public assistance also can have influence on the suicidal ideation of the poor class, not only physical and psychological factors. Therefore, measuring the satisfaction of the recipients with public assistance can be one of the significant factors that affects suicidal ideation.

Determinants of Purchasing Indemnity Private Health Insurance among Adolescents and Children (소아 및 청소년의 실손형 민간의료보험 가입 결정요인)

  • You, Chang Hoon;Kang, Sungwook;Choi, Ji Heon;Kwon, Young Dae
    • The Journal of the Korea Contents Association
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    • v.18 no.10
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    • pp.99-110
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    • 2018
  • As interest in adolescent and children's health risks increases, there is an increase in subscriptions to indemnity private health insurance. The purpose of this study was to investigate determinants of purchasing indemnity private health insurance. We conducted panel logit regression analysis on the sample of 4,567 adolescent and children using Korean Health Panel data from 2009 to 2015. As a result, it was analyzed that the participation of private health insurance for children and adolescents was affected not only by the characteristics of children and adolescents (age, birth order, residence, disability) but also by the characteristics of father (indemnity, disability, chronic disease) and mother (age difference between her and her children, indemnity, unmet needs) and the economic level of households (income). In views of this study, it is necessary to continuously implement policies to strengthen the healthcare of children and adolescents in order to alleviate the anxiety about the health risks of children and the burden of medical expenses caused by late marriages and maternal births. In particular, it is necessary to consider policies for multi-child families and vulnerable classes.

Gender Differences in Factors Affecting Purchase of Indemnity Private Health Insurance and Impact of Indemnity Private Health Insurance on Healthcare Use: Korea Health Panel Survey Data from 2010 to 2016 (실손형 민간의료보험 가입의 영향요인과 실손형 민간의료보험이 의료이용에 미치는 영향에서 성별 차이: 한국의료패널(2010-2016))

  • You, Chang Hoon;Kwon, Young Dae
    • The Journal of the Korea Contents Association
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    • v.20 no.3
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    • pp.92-105
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    • 2020
  • This study was aimed to identify factors affecting the purchase of indemnity private health insurance and analyze its effect on healthcare utilization by gender. This study analyzed data of the 2010-2016 Korea Health Panel Survey using panel logit model and panel regression model. Men were less likely to purchase indemnity private health insurance than women. Self-rated health and unmet need for healthcare in women were related to insurance purchases. In men, married people and residents of the metropolitan area were more likely to purchase. The indemnity private health insurance did not affect the women's outpatient expenses per visit, but for men it increased. The indemnity private health insurance significantly increased women's inpatient expenses per admission, but it did not affect men's inpatient expenses. This study confirmed gender differences in the factors affecting the purchase of indemnity health insurance and the impact of indemnity health insurance on healthcare utilization. This suggests that gender differences should be taken into account in private health insurance research and institutional operation.

Lifestyle factors related to glucose control for diabetes management strategies: Nested case control design using KNHANES data (당뇨병 관리전략을 위한 혈당조절 관련 생활습관 요인: 국민건강영양조사 활용 코호트내 환자-대조군 연구)

  • Kim, Yunjung;Cho, Eunhee
    • Journal of the Korea Convergence Society
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    • v.10 no.11
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    • pp.501-510
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    • 2019
  • This study aimed to find health related lifestyle factors that influence glycemic control for diabetes mellitus (DM) management strategies. This study used nested case-control design with matching variables that were not controlled by individuals such as age, sex, insulin or oral hypoglycemic agent (OHA) use, disease duration, education level and household income. This study analyzed 983 subjects with type 2 DM who enrolled in the $7^{th}$ (2016-2017) Korean National Health and Nutrition Examination Survey (KNHANES). The target HbA1c level of controlled glucose was defined as less than 6.5%, and 289 (30%) were achieved. Conditional multivariable logistic regression analysis was performed to find self-control factors associated with HbA1c levels. The results statistically significant for variables such as duration of diabetes, insulin or OHA use in overall cohort and body mass index (BMI), smoking and fundus Examination in matched cohort. These results are expected to provide as evidence for the intensive care criteria(disease duration, drug use) and lifestyle management strategy(BMI, smoking, fundus examination).

Developing Information Services and Social Integration of Marriage Migrant Women in Korea (정보서비스와 결혼이주여성의 사회통합)

  • Kim, Anna
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.12
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    • pp.1631-1638
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    • 2018
  • Korea has experienced an increase in the number of immigrants in accordance with accelerated globalization. In particular, the rapid surge in international marriages and multicultural families has created social adaptation or inclusion problems for these families in Korean society. This paper examines how information services or technological education programs affect the social integration of marriage migrant women in Korea. Using survey data on international marriage migrant women, we conducted multiple and logistic regression models to examine the relationship between information and technology services and life satisfaction and employment status. The results show that the experience of using social services tends to have positive effects on life satisfaction. Having experiences of information services or technological education improves marriage migrant women's chances of employment and increases their willingness to work or start a business. This indicates the importance of information services or technological educational training and social services in improving social adaptation and integration of marriage migrant women in Korea.

Determinants of Trust in Local Governments - Focusing on Risk Perception (사회 안전인식에 따른 지방자치단체 신뢰도 영향요인 분석)

  • Lee, Yun Ju;Choi, Yeol
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.4
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    • pp.591-597
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    • 2022
  • As social anxiety is increasing due to the spread of the COVID-19 epidemic, the responses at the level of local governments are also changing depending on the characteristics. We analyzed the factors influencing perceptions of social safety as they relate to the trustworthiness of local governments. Based on a 2020 social survey of 16 cities, counties, and districts in Busan Metropolitan City, the effects of householder characteristics, economic characteristics, local attachment characteristics, and social safety perception characteristics on the reliability of the local government were analyzed through an ordinal logistic regression analysis. It was found that the more vulnerable the class was and the safer the region was, the higher the trust was in the basic local government. In order to respond and preemptively recover damage in natural and social disaster situations, continuous efforts are needed to strengthen the capabilities of basic local governments.