• Title/Summary/Keyword: panel logit regression analysis

Search Result 14, Processing Time 0.025 seconds

A Study on the Productivity Measurement and Effect Factors of Management Evaluation in Public Firms with a Focus on the Port Authorities

  • Eom, Ki-Yong;Ahn, Ki-Myung
    • Journal of Navigation and Port Research
    • /
    • v.44 no.5
    • /
    • pp.400-406
    • /
    • 2020
  • In this study, we first measured the malmquist productivity index by DEA among the Korean public firms. Second, there are 12 public corporations whose productivity (MPI) has decreased compared to 2014. This is mainly because of a decrease in productivity, as well as a decrease in the technical efficiency change index (TECI), impacted by the internal environment, and the increase in productivity because of an increase in the technology change index (TCI) impacted by the external environment. Finally, the analysis of the impact on the management assessment scores showed that the productivity (MPI), scale efficiency (CRS), size of sales, operating profitability, and total capital investment efficiency are significantly related (+), except for the asset turnover, which is a static financial ratio. Meanwhile, the management evaluation scores between the high-productivity public corporations and low-performing public corporations were significantly discriminating. Thus, it is confirmed that the nation's state-run companies must manage their MPIs in a time series to score high in management evaluation.

An Analysis for Urban Competitiveness of Global Cities & 7 Metropolitan Korean Cities using Oxford Economics Data (우리나라 7대 광역시와 세계 770개 도시 경쟁력 비교분석 - Oxford Economics 자료에 근거한 도시경쟁력 -)

  • Cho, Jae Ho
    • Journal of the Korean Regional Science Association
    • /
    • v.33 no.4
    • /
    • pp.3-17
    • /
    • 2017
  • This study ranks by developing an urban competitiveness index of major global cities, including seven cities in Korea using data from the Global Cities Forecast (2013) provided by Oxford Economics. The City competitiveness index is selected from 18 indicators including scale index, ratio index, growth rate index while Gini coefficient is used for distribution index. In order to analyze the relationship between the competitiveness index and the distribution index, we use the LOGIT panel regression model. As a result, the increase in income inequality (Gini coefficient) has a negative effect on the economic growth rate in 5-year time lag shown statistically significant. We have compiled global rankings of 770 city competitiveness based upon 19 indicators by combining the global competitiveness index and the distribution index. The trend of rank shows that 7 Metropolitan Korean Cities are expected to decline substantially over the period. In particular, Seoul ranked $59^{th}$ in 2010 and $74^{th}$ in 2015. Its ranking is expected to be decline to $185^{th}$ in 2030. The declining competitiveness of Korean cities is expected to lead to a weakening of Korea's national competitiveness in the long run. Accordingly, it is imperative to identify problems and seek strategic plans to secure global urban competitiveness.

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
    • /
    • v.18 no.10
    • /
    • pp.99-110
    • /
    • 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
    • /
    • v.20 no.3
    • /
    • pp.92-105
    • /
    • 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.

Factors Influencing the Purchase of Indemnity Private Health Insurance among the Elderly People Aged 65-75 (65-75세 노인의 실손형 민간의료보험 가입 영향요인)

  • You, Chang Hoon;Kang, Sungwook;Ha, Ho-Soo;Kwon, Young Dae
    • Korea Journal of Hospital Management
    • /
    • v.24 no.1
    • /
    • pp.48-56
    • /
    • 2019
  • Purpose: As an interest in the elderly medical expenses increases, elderly people are increasingly purchasing indemnity private health insurance. Authors tried to investigate factors of having the indemnity private health insurance among the elderly people aged 65-75 years. Methods: We conducted panel logit regression analysis on 2,465 subjects as of 2016 using Korean Health Panel from 2010 to 2016. The dependent variable was whether to enroll in the indemnity private health insurance. The explanatory variables included socio-demographic characteristics, economic factors, health status, and health behaviors. Findings: As a result of the analysis of factors of purchasing indemnity private health insurances, it was analyzed that people with larger family, educated, pensioner, high household income or no disability were more likely to have indemnity private health insurance. Practical Implications: Considering the results of this study, the factor of purchasing indemnity private health insurance among elderly people were more likely to be their economic than demographic characteristics such as sex, age, and marital status. Policy makers should make efforts to reduce the burden on the elderly medical expense and to improve equity of medical use through institutional improvement such as raising age limit and lowering premium of indemnity private health insurance and expansion of public health insurance.

Analysis on the Satisfaction Factors of Housing Performance and Residential Environment of Public Housing in Seoul (서울시 공공임대주택 주택성능과 주거환경 만족도에 미치는 영향요인)

  • Sung, Jin-Uk;Nam, Jin
    • Journal of Korea Planning Association
    • /
    • v.54 no.3
    • /
    • pp.49-62
    • /
    • 2019
  • In order to balance with supply policy, public housing management and operation policies have been implemented in terms of housing welfare, but citizens have not yet achieved the results that the citizens are experiencing. The purpose of this study is to analysis the residential satisfaction of the including the housing performance through the characteristics of the public housing residents in Seoul. The data used in this study is based on the survey data of public housing panel survey in Seoul (2016). The study method used ordered logistic regression analysis based on the fact that dependent variables appeared as ordered responses. Major research results are as follows. Firstly, housing performance and residential satisfaction may not match. Even though the satisfaction of housing area, type, and management fee is high, satisfaction with residential environment is low if commuting distance, the number of small libraries, and hospitals are small. Secondly, it showed different characteristics of residential environment factors among types of public housing. Rather than focusing on supply, customized supply is needed considering characteristics of public housing types. Thirdly, the policy for public housing needs to be realized by a fair policy on the residential environment. It is necessary to contribute to better housing stability as a customized policy considering the local residential environment.

A Study on the Relationship between the Spatial Cluster Patterns of Male Suicide Rate and the Regional Characteristics in South Korea (남성 자살률의 공간 군집패턴 변화와 지역특성요인의 관계 분석)

  • Choi, Soyoung;Lee, Kwang-Soo
    • Health Policy and Management
    • /
    • v.29 no.3
    • /
    • pp.312-322
    • /
    • 2019
  • Background: Since 2003, Korea has consistently shown the highest suicide rate among the Organization for Economic Cooperation and Development countries, and suicide remains the major cause of death. In particular, men are 2-3 times more likely to commit suicide than women, which called the 'gender paradox of suicide.' The areas with frequent suicide have spatially clustered patterns because suicide with a social contagion spreads around the neighborhood. The purpose of this study was twofold. The first was to estimate the hotspot areas of age-standardized male suicide mortality from 2008 to 2015. The second was to analyze the relationship between the hotspot areas and the regional characteristics for study years. Methods: The data was collected through the Korean Statistical Information Service. The study areas were 227 si gun gu administrative districts in Korea. The hotspot area was used as a dependent variable. Socio-demographic variables (number of marriages per 1,000 population, number of divorces per 1,000 population, and urbanization rate), financial variables (financial independence and social security budget), and health behaviors (EuroQol-5 dimension [EQ-5D], and depression experience rate) were used as independents variables. Results: The hotspot areas were commonly located in Gangwon-do, Chungcheongnam-do, Gyeongsangbuk-do, and Chungceongbuk-do. According to the results of panel logit regression, the number of divorces per 1,000 population, social security budget, and EQ-5D were statistically significant variables. Conclusion: The results of hotspot analysis showed the need for establishing a prevention zone of suicide using hotspot areas. Also, medical resources could be considered to be preferentially placed in the prevention zone of suicide. This study could be used as basic data for health policymakers to establish a suicide-related policy.

A Study on the Measurement and Effect Factors of Productivity of the Korean Ocean Carriers (금융위기 이후 국적 외항선사의 생산성 측정과 영향요인에 관한 연구)

  • Nam, Hyung-Sik;Ahn, Ki-Myung
    • Journal of Navigation and Port Research
    • /
    • v.44 no.4
    • /
    • pp.338-346
    • /
    • 2020
  • In this study, we first measured the Malmquist productivity index by DEA among the Korean ocean carriers. Second, it was intended to present measures to improve productivity by identifying the influence and discriminating power between productivity and the major financial ratios (profitability, financial stability, liquidity, efficiency and value-added productivity). Compared to 2017, there are 11 more shipping carriers with decline in productivity (MPI) than those with an increase in 2018. The increase in productivity is attributed to an increase in the Technology Change Index (TCI) affected by the external environment. There is strong significant correlation between the productivity (MPI) and the management efficiency (CRS). Additionally, the TECI (TECHI) index of the technological efficiency changes from internal factors of the shipping carrier is significantly higher than that of the efficient shipping carrier. This is because of the differences in scale efficiency. The ratio of charter cost/sales is also lower than that of the carriers with high productivity (0.17) and with low productivity (0.21). With 7% of the shipping carrier with MPI>1, only 1% of MPI <1 is found to have a significant impact on its productivity.

Youth Poverty and Employment (청년 빈곤 및 고용실태 분석)

  • Kim, Anna;Hong, Hyunwoo
    • Korean Journal of Social Welfare Studies
    • /
    • v.49 no.2
    • /
    • pp.93-124
    • /
    • 2018
  • Using the Korean Survey of Household Finances and Living Conditions panel data from 2012~2016, this study analyzed youth (19~34 years) poverty and employment and examined the factors that affect employment status. The analysis revealed an increase in the proportion of young people who are students or jobless; the economic conditions of the young people varied by factors such as marital status, education, job status, and loans; and the government public transfer policy had little impact on reducing the relative poverty rate of the youth. We also examined the factors affecting the youth's employment status and the risk of being employed in low-paid jobs, using multi-logit and logit regression model respectively. Considering employment status, the older and more educated the youth were, the less frequently they were employed in temporary or daily jobs instead of regular ones, but there was no difference between genders in terms of having temporary or daily jobs. A logit analysis on the determinants of low-paid jobs demonstrated that women, the less educated, spouses or children of the household, and temporary or daily workers have a greater probability of working at low-paid jobs. As women became older, their risk of having low-paid jobs increased, which demonstrated the phenomenon of "lock-in" at low-paid jobs. Temporary or daily workers of all age groups faced a higher risk of lowpaid employment, which stood out for the youth. Based on these results, we suggest that government employment and welfare policies should consider individual characteristics of the youth and their life cycle, along with efforts to supply decent jobs, continuously and stably.

High Suicidal Risk Group of Elderly: Identification of Causal Factors and Development of Predictive Model (자살 고위험군 노인: 원인 파악 및 예측 모델 개발)

  • Gayeon Park;Woosik Shin;Hee-Woong Kim
    • Information Systems Review
    • /
    • v.25 no.3
    • /
    • pp.59-81
    • /
    • 2023
  • Elderly suicide problem has become worse in South Korea. With a rapid aging of the population, the trend of suicide among the elderly is expected to accelerate, preventing elderly suicide has been considered an important societal problem. Thus, we aim to investigate various factors that explain suicidal ideation and to develop a predictive model for suicidal ideation in the context of elderly people in South Korea. To this end, this study contributes to addressing the elderly suicide problem. By using seven-year panel data from the Korea Welfare Panel Survey, we extract various potential causal factors for elderly suicidal ideation based on interpersonal theory of suicide and social disorganization theory. Then a panel logit model was employed to assess the impacts of potential factors on suicidal ideation and deep learning and machine learning algorithms were used to develop a predictive model for suicidal ideation of elderly people. The results of our study provide practical implications for preventing elderly suicide by identifying causal factors of suicidal ideation and a high suicidal risk group of the elderly. This study sheds light on synergy of mixed methodology and provides various academic implications.