• Title/Summary/Keyword: Panel regression analysis

Search Result 724, Processing Time 0.031 seconds

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

A Study on Effect of Repair and Improvement for Irrigation Facilities on Heavy Rain Damage (수리시설개보수사업이 호우피해에 미치는 효과 분석)

  • Lim, Cheong-Ryong;Yi, Hyang-mi;Lee, Seok-Joo
    • Journal of Korean Society of Rural Planning
    • /
    • v.24 no.1
    • /
    • pp.61-66
    • /
    • 2018
  • The purpose of this study is to identify the factors related to the heavy rain damage and to identify effect of repair and improvement for irrigation facilities on heavy rain damages. The results of the analysis are as follows. First, the imbalance of precipitation became worse over time from using the coefficient of variation. Second, the analysis using Spearman correlation coefficient shows positive relationship between heavy rain damage amount and precipitation amount, and negative correlation between heavy rain damage amount and repair and improvement for irrigation facilities cost. Third, the analysis of the panel regression model shows that the negative impact of the repair and improvement for irrigation facilities cost on the heavy rain damage, which means that the increase of the repair and improvement for irrigation facilities cost can reduce the heavy rain damage.

Influence of parenting role sharing, parenting stress, and happiness on warm parenting behavior in mothers of children aged 6 years: an analysis using data from the seventh panel study on Korean children

  • Bang, Kyung-Sook;Jang, Sang-Youn
    • Child Health Nursing Research
    • /
    • v.28 no.1
    • /
    • pp.82-90
    • /
    • 2022
  • Purpose: The aim of this study was to examine the relationships among parenting role sharing, parenting stress, happiness, and parenting behavior of mothers with 6-year-old children. Methods: This study used data from the seventh Panel Study of Korean Children, which began collecting longitudinal data on a sample of newborn households nationwide in 2008 and will continue yearly until 2027. The participants were 1,560 mothers of children aged 6 years. We conducted statistical analyses using descriptive statistics, the t-test, analysis of variance, Pearson correlation coefficients, and stepwise multiple regression. Results: The mean age of the mothers was 36.8±3.7 years. The mothers' perceived parenting role sharing (r=.07, p=.007), parenting stress (r=-.54, p<.001), and happiness (r=.38, p<.001) were significantly correlated with warm parenting behavior. Stepwise multiple regression analysis revealed that parenting stress (β=-.47, p<.001), happiness (β=.15, p<.001), and parenting role sharing (β=.11, p<.001) were significant predictors for warm parenting behavior by mothers. Conclusion: It is essential to reduce mothers' stress and increase their positive emotions (happiness). Fathers should actively share parenting roles in raising children to enhance mothers' warm parenting behavior.

Analysis of profitability deterioration factors of anchovy boat seine fishery in South Korea (멸치 기선권현망어업의 수익성 악화 요인 분석)

  • Seong-Ju MOON;Jong-Kap AHN;Young-Su AN
    • Journal of the Korean Society of Fisheries and Ocean Technology
    • /
    • v.59 no.3
    • /
    • pp.271-278
    • /
    • 2023
  • This study aims to analyze the income structure, cost structure, and profit structure based on data related to the business performance of the boat seine fishery from 1990 to 2020, and to identify the direct and indirect factors affecting fishery profitability through panel regression analysis. The main analysis results are as follows. First, it was found that fish catch has a significant amount of impact on fishery profitability, which is a key factor in improving the profitability of anchovy boat seine fishery. Second, it is necessary to develop carbon-reduced fishing gear, develop fleet-reduced fishing gear, and improve the operating system in order to increase fishery profitability for the short run. Third, it is necessary to create and maintain sustainable profitability for the long run, the continuous fishing vessels buyback program, an active responses to climate change, and the follow-up investigations about marine aggregate extraction in the south sea EEZ are needed.

Traffic Accident Analysis of Link Sections Using Panel Data in the Case of Cheongju Arterial Roads (패널자료를 이용한 가로구간 교통사고분석 - 청주시 간선도로를 사례로 -)

  • Kim, Jun-Young;Na, Hee;Park, Byung-Ho
    • Journal of the Korean Society of Safety
    • /
    • v.27 no.3
    • /
    • pp.141-146
    • /
    • 2012
  • This study deals with the accident model using panel data which are composed of time series data of 2005 through 2007 and cross sectional data of link sections in Cheongju. Panel data are repeatedly collected over time from the same sample. The purpose of the study is to develop the traffic accident model using the above panel data. In pursuing the above, this study gives particular attentions to deriving the optimal models among various models including TSCSREG (Time Series Cross Section Regression). The main results are as follows. First, 8 panel data models which explained the various effects of accidents were developed. Second, $R^2$ values of fixed effect models were analyzed to be higher than those of random effect models. Finally, such the variables as the sum of the number of crosswalk on intersections and sum of the number of intersections were analyzed to be positive to the accidents.

The Role of Political Ideology in the 2012 Korean Presidential Election: Evidence from Panel Data Analysis (제18대 대통령 선거에서 이념의 영향: 패널 데이터 분석 결과)

  • Kim, Sung-Youn
    • Korean Journal of Legislative Studies
    • /
    • v.23 no.2
    • /
    • pp.147-177
    • /
    • 2017
  • Although a number of empirical studies found that political ideology plays a significant role in Korean elections, they entirely rely on cross-sectional data analysis. In contrast to previous research, this study investigates the effects of ideology in the 2012 Korean presidential election through standard panel data analysis. Specifically, using "EAI Panel Study, 2012", the effects of ideology on both candidate evaluation and vote choice were examined via fixed effects, random effects, and pooled regression analysis. And the results from applying the two most popular models of ideological voting, the proximity model and the directional change model were also compared. The results show that candidate evaluations and vote choice during the election (April, 2012- December, 2012) were significantly influenced by the ideological difference between voters and candidates, independent from partisanship and other standard socio-demographic factors. And this ideological voting during the election seems better captured by the directional change model than by the proximity model.

A Comparison of BLS Non-Response Adjustment and Cross-Wave Regression Imputation Methods (BLS 무응답 보정법을 이용한 대체법과 이월대체법에 관한 연구)

  • Lee, Sang-Eun;Shin, Key-Il
    • The Korean Journal of Applied Statistics
    • /
    • v.23 no.5
    • /
    • pp.909-921
    • /
    • 2010
  • Cross-wave regression imputation and carry-over imputation method are generally used in the analysis of panel data with missing values. Recently it is known that the BLS non-response adjust method has good statistical properties. In this paper we show that the BLS method can be considered as an imputation method with a similar formula of a ratio-estimator. In addition, we show that the carry-over imputation and BLS imputation are approximately the same under the assumption that data follow a non-stationary process with drift. Small simulation studies and real data analysis are performed. For the real data analysis, a monthly labor statistic (2007) is used.

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.

Relationship between Working Parameter and Surface Nniformity of ITO coated Glass Substrate using Regression Analysis (회귀분석을 이용한 ITO 코팅유리기판의 표면균일도와 운전변수의 상관관계 분석)

  • 김면희;이상룡;이태영;배준영
    • Proceedings of the Korean Society of Precision Engineering Conference
    • /
    • 2004.10a
    • /
    • pp.1353-1356
    • /
    • 2004
  • In recent year, OLED(organic light emitted display) is used as the next generation device of FPD. OLED have been replacing the flat panel display device such as LCD, STN-LCD and TFT because this device is more efficient, economic and simple than those FPD devices, and this need not backlight system for visualization. The performance and efficiency of OLED is related with surface defect of ITO coated glass substrate. The typical surface defect of glass substrate is nonuniformity and bad surface roughness. ITO coated glass substrate is destroied for inspection about surface roughness and non-uniformity. Generally detection of the defects in the surface for ITO coated glass substrate is dependent on operator's experience. In this research, relationship between working parameter and surface non-uniformity is studied using regression analysis.

  • PDF

Analysis of Influencing Factors of Korean Medical Utilization among Persons with Unmet Healthcare Needs - Based on Korea Health Panel - (미충족의료 경험자의 한방의료이용에 미치는 영향 요인 분석 - 한국의료패널자료를 중심으로 -)

  • Minsun Song;Chanhun Choi;Dongsu Kim
    • Journal of Society of Preventive Korean Medicine
    • /
    • v.27 no.1
    • /
    • pp.17-27
    • /
    • 2023
  • Objectives : This study aimed to analyze the factors influencing Korean medical utilization among persons with unmet healthcare needs. Methods : This study utilized Korea Health Panel data in 2019, with 10,771. We performed a t-test and ANOVA on the difference in general characteristics between Korean medical utilization and unmet healthcare needs. Logistic regression analysis and generalized linear model analysis were conducted to analyze on factors affecting the Korean medical utilization by people with unmet healthcare needs. Results : Among people with unmet healthcare needs, the variables influencing Korean medical utilization were western medical utilization, gender, education level, musculoskeletal disease, and other chronic diseases. The more people with unmet healthcare needs, the more likely they were to use Korean medicine. As a result of logistic regression analysis, the influencing factors on Korean medical utilization were analyzed for people with unmet healthcare needs, and the higher the household income, the more musculoskeletal diseases, and the higher the probability of using Korean medicine. Conclusions : Korean medicine has a large proportion of musculoskeletal disease, so it was found that musculoskeletal diseases have an impact. In addition, considering that household income is an important factor in the influencing factor of unmet healthcare needs, it is necessary to increase the use of Korean medicine by those with low household incomes.