• Title/Summary/Keyword: 패널 회귀분석

Search Result 534, Processing Time 0.028 seconds

Longitudinal Study on the Effects of Depression by Household's Economic Factors According to Income Levels (소득수준별 가구 경제요인이 우울에 미치는 영향에 대한 종단적 고찰)

  • Sung, Jun-Mo
    • Korean Journal of Social Welfare
    • /
    • v.62 no.1
    • /
    • pp.109-132
    • /
    • 2010
  • This study examined the effects of depression by household's economic factors with income levels using the wave 1, 2 of Korean Welfare Panel Study. As a result, changes in income satisfaction have significant effects on depression levels. In non-poor households, the income and comsumption expenditure have effects on depression levels. But poor households do not have any effects. Among the control variables, age, marital status, and education level are influential factors on the depression levels. Based on the results, the author was able to recognize the economic factors in household that influnce the depression levels. and The policy directios for household's economic support were discussed.

  • PDF

Non-Response Imputation for Panel Data (패널자료의 무응답 대체법)

  • Pak, Gi-Deok;Shin, Key-Il
    • Communications for Statistical Applications and Methods
    • /
    • v.17 no.6
    • /
    • pp.899-907
    • /
    • 2010
  • Several non-response imputation methods are suggested, however, mainly cross-sectional imputations are studied and applied to this analysis. A simple and common imputation method for panel data is the cross-wave regression imputation or carry-over imputation as a special case of cross-wave regression imputation. This study suggests a multiple imputation method combined time series analysis and cross-sectional multiple imputation method. We compare this method and the cross-wave regression imputation method using MSE, MAE, and Bias. The 2008 monthly labor survey data is used for this study.

Analysis on Thermal Structural Characteristics of Thermal Protection System Panel for a High-speed Vehicle (초고속 비행체 열방어 시스템 패널의 열구조 특성 분석)

  • Lee, Heesoo;Kim, Yongha;Park, Jungsun;Goo, Namseo;Kim, Jaeyoung
    • Proceedings of the Korean Society of Propulsion Engineers Conference
    • /
    • 2017.05a
    • /
    • pp.942-944
    • /
    • 2017
  • High-speed vehicles are subjected to complex loads, such as acoustic pressure from the engine at launch and aerodynamic heating and aerodynamic pressure during flight. A thermal protection system panel is required to protect internal systems such as the fuel tank of the vehicle from the external environment. This study defines analytical models for heat transfer and thermal structure characteristics of the thermal protection system panel. Furthermore, the study performed parameters analysis to achieve the thermal structural integrity and to make it lighter.

  • PDF

Garlic yields estimation using climate data (기상자료를 이용한 마늘 생산량 추정)

  • Choi, Sungchun;Baek, Jangsun
    • Journal of the Korean Data and Information Science Society
    • /
    • v.27 no.4
    • /
    • pp.969-977
    • /
    • 2016
  • Climate change affects the growth of crops which were planted especially in fields, and it becomes more important to use climate data to predict the yields of the major vagetables. The variation of the crop products caused by climate change is one of the significant factors for the discrepancy of the demand and supply, and leads to the price instability. In this paper, using a panel regression model, we predicted the garlic yields with the weather conditions of different regions. More specifically we used the panel data of the several climate variables for 15 main garlic production areas from 2006 to 2015. Seven variables (average temperature, average maximum temperature, average minimum temperature, average surface temperature, cumulative precipitation, average relative humidity, cumulative duration time of sunshine) for each month were considered, and most significant 7 variables were selected from the total 84 variables by the stepwise regression. The random effects model was chosen by the Hausman test. The average maximum temperature (January), the cumulative precipitation (March, October), the cumulative duration time of sunshine (April, October) were chosen among the variables as the significant climate variables of the model

An Empirical Study of Port SOC Impact on Trade Volume : Focusing on Japanese Ports (항만 SOC가 수출입에 미치는 영향 실증분석 - 일본 항만을 중심으로 -)

  • Ahn, Young-Gyun;Lee, Joo-Won
    • Korea Trade Review
    • /
    • v.41 no.5
    • /
    • pp.373-389
    • /
    • 2016
  • This study mainly investigates the port SOC's impact on trade volume. In order to investigate the relationships between port SOC and trade volume, we did the empirical analysis using panel data regression and fixed effects model. The total period of 97 years and 1,082 ports' information were applied to panel data and regression model. According to the results, the coefficients of development of container berth, development of bulk berth, maintenance of port, the jetty facilities like breakwater have positive(+) impact on the dependent variable, the trade volume. Especially, the jetty facilities show a strongly positive impact on trade volume. On the other hand, the development of new port and navigation facilities like lighthouse have a negative(-) impact. In examining Hausman test and LR test, the fixed effect model is statistically more appropriate than the random effect model for this study.

  • PDF

Long-and Short-term Relationship between Human Resources Expenditure and Management Performance in South Korea -focusing on Public District General Hospitals- (인적자원관리비용과 경영성과에 대한 장·단기 효과분석)

  • Park, Jeongwon;Yoon, Heesoo;Choi, Mankyu
    • Korea Journal of Hospital Management
    • /
    • v.26 no.3
    • /
    • pp.84-99
    • /
    • 2021
  • Purposes: 우리나라 공공의료기관들의 경영실적 보고에 따르면 대부분의 공공의료기관들이 만성적자로 인한 경영난 문제를 겪고 있는 실정이다. 이는 공공의료서비스 제공 등이 주요 원인이겠지만 그럼에도 공공의료기관들의 경영효율화 문제는 지속적으로 지적되고 있음은 공공연한 사실이다. 이에 본 연구는 고정비 성격이 강한 인적자원관리비용과 경영성과 간의 관계를 분석하여 공공의료기관의 경영성과 개선을 위한 경영적 함의를 제공하고자 하였다. Methodology: 분석자료는 2014년부터 2019년까지 39개 지역거점 공공병원의 재무자료를 이용하였고, STATA SE 12.0을 사용하여 다중회귀분석과 패널회귀분석을 실시하였다. Findings: 다중회귀분석을 통한 단면연구 결과에서는 인건비가 높을수록 경영성과가 높은 경향을(2014년 의료수익:1.523/ 2015년 의료수익: 2.002, 의료수익의료이익률: 0.002/ 2016년 의료수익: 1.223) 보였으나 패널회귀분석을 통한 종단연구 결과에서는 복리후생비가 높을수록 경영성과가 의미있게 높은 경향을(의료수익: 3.232582/ 의료수익의료이익률: 0.0014502) 보였다. 이는 인건비는 경영성과에 단기적인 효과가 있는 반면 복리후생비는 경영성과에 장기적인 효과가 있음을 반영하는 것이라고 볼 수 있다. Practical Implication: 본 연구는 이러한 결과를 기반으로 장기적인 효과가 있는 복리후생비의 중요성을 제시하고, 공공의료기관의 경영성과에 영향을 미치는 인건비와 복리후생비의 특성 파악을 통하여 효과적인 인적자원관리방법을 위한 경영적 함의를 도출하였다는 점에서 의의가 있겠다.

Analysis of Determinants of Civilian City Gas Demand Considering Spatial Correlation (공간적 상관성을 고려한 민수용 도시가스 수요결정 요인 분석)

  • Eunbi Park;DooHwan Won
    • Environmental and Resource Economics Review
    • /
    • v.33 no.1
    • /
    • pp.59-86
    • /
    • 2024
  • Recently, research on city gas demand is increasing by reflecting the characteristics of each region. The similarity of the social structure of the adjacent region and the density of the supply infrastructure induce spatial correlation with the clustering that has a microscopic relationship between regions. Accordingly, as a result of analyzing the spatial correlation after dividing the demand for city gas for civilian use into a total of 54 regions based on the jurisdiction of 34 city gas companies, it was confirmed that there was a positive spatial correlation from a global and local perspective. In this study, the demand for city gas for civilian use for 54 regions from January 2014 to December 2022 was composed of panel data, and the spatial panel regression analysis and the general panel regression analysis were compared, and it was found that the spatial error model (SEM) was the most suitable model. This presents policy and practical implications by confirming that the demand for city gas for civilian use in one region has a significant relationship with the adjacent region.

Analysis for Factors of Predicting Problem Drinking by Logistic Regression Analysis (로지스틱 회귀분석을 이용한 문제음주 예측요인 분석)

  • Kim, Mi-Young
    • Journal of Digital Convergence
    • /
    • v.15 no.5
    • /
    • pp.487-494
    • /
    • 2017
  • The purpose of this study was to identify factors which predict problem drinking on adults. Using the data on the Korea Welfare Panel Study for the 7th year, 3,915 people responded to the demographic factor, psychosocial factors and drinking behavior. And the logistic regression analysis was conducted to identify predictors of problem drinking. As a result, 36 percent of those surveyed showed that the problem drinking group. Gender, age, education, occupation, economic status, self-esteem, depression, and satisfaction of family and social relationships were correlated to alcohol use. In addition, the results of logistic regression, gender, age, education, job, self-esteem, depression were predicted problem drinking. Based on these findings, it is recommended practical counterplan that prevention of the problem drinking.

An Analysis of the Determinants of Employment Productivity in Korean Transportation Industry Using Korea Labor and Income Panel Study (한국노동패널자료를 활용한 국내 운송업 고용생산성 결정요인 분석)

  • So, Ae-rim;Shin, Seung-sik
    • Journal of Korea Port Economic Association
    • /
    • v.35 no.1
    • /
    • pp.57-76
    • /
    • 2019
  • This study deals with the determinants of employment productivity of transportation labor, who are the main agents of the transportation industry that has made significant contributions to our country's industrial development. The study selected the determinants of employment productivity using the Korea Labor and Income Panel Study data, and analyzed the effects of various factors using panel logistic regression, panel OLS model, and panel robust regression. The results were as follows. First, a more positive effect was shown when employees held a regular job, had a "high level of education", "joining the labor union" and "experiencing vocational training". Second, in the case of job security, having a "high level of education" and "joining the labor union" showed a more positive effect; further, job security was higher for employees who worked in a "big company" or were "married". Third, in the case of higher income productivity, higher values of "age", "academic ability" and "company size" had a more positive effect, whereas larger values of "education" and "health condition except job training" had a negative one. Fourth, in the case of job satisfaction, "female", "joining the labor union" and having a higher "income" or "job security" led to higher satisfaction and a better "health condition compared to an average person". Further, a higher "overall life satisfaction" and "economic level" led to lower job satisfaction. The analysis of the determinants of employment productivity of transportation business and seeking for improvement plan is expected to improve the employment productivity in the transportation business.

중국 해운항만기업의 자본구조 분석

  • 강흔우;이기환;김명희
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
    • /
    • 2021.11a
    • /
    • pp.104-106
    • /
    • 2021
  • 본 연구에서는 중국 해운·항만기업의 자본구조를 분석하기 위하여 상장된 중국 해운·항만기업 29개를 표본으로 선정하여 패널회귀분석을 활용하여 실증분석을 수행하였다. 표본으로 선정된 해운·항만기업의 재무제표 데이터는 wind자신(資訊)(wind정보)에서 구득하였으며, 29개 샘플회사의 2006년부터 2015년까지 총 10년간의 재무상태표, 손익계산서, 현금흐름표 및 주가 자료 등을 활용하였다. 실증분석을 위한 주요 변수로는 자산부채비율을 종속변수로 두었고 자산구조, 경영위험, 기업규모, 실제세율, 수익능력, 지급능력, 운영능력, 업계특성 등의 변수를 독립변수로 선정하였다. 실증분석 결과 기업규모, 수익능력, 단기지급능력(유동비율) 등의 요인이 중국 해운항만기업의 자본구조에 영향을 미치는 것으로 나타났다.

  • PDF