• Title/Summary/Keyword: Panel regression analysis

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Taste Characteristics of Kanjang Made with Barley Bran (보리등겨로 제조한 간장의 맛성분 특성)

  • Son, Dong-Hwa;Kwon, O-Jun;Choi, Ung-Kyu;Kwon, O-Jin;Lee, Suk-Il;Im, Moo-Hyeg;Kwon, Kwang-Il;Kim, Sung-Hong;Chung, Yung-Gun
    • Applied Biological Chemistry
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    • v.45 no.1
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    • pp.18-24
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    • 2002
  • This study was conducted to find out optimum conditions for kanjang fermented with barley bran. The correlation between taste components and sensory evaluation score was analyzed with stepwise multiple regression analysis. It was revealed that the taste of kanjang was explained with the mix of free amino acids, free sugars and organic acids. The highest multiple correlation coefficient was obtained from absolute value transformed with logarithm. Thus, stepwise multiple regression analysis was conducted with absolute value transformed with logarithm, for which F-value was highest and standard error of estimation was lowest among the multiple regression models transformed with six variables. The stepwise multiple regression analysis showed that the taste components which most contribute to the quality of taste of kanjang fermented with barley bran was salty taste component followed by palatable taste component, and bitter taste component.

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.

Study on the Relationship and Validity of the Management Evaluation Factors in Public Firms With a Focus on the Port Authorities

  • Lee, Sung-Yhun;Ahn, Ki-Myung
    • Journal of Navigation and Port Research
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    • v.43 no.6
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    • pp.450-461
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    • 2019
  • According to the results of the management evaluation of the nation's public firms over the past seven years, the rating of the port corporation is generally insufficient. According to the results of the seven-year study 2011-2017, the average debt ratio of the port corporation was 34.5%, two to three times lower than that of the general public company, the operating profit ratio of sales was three times higher, and the value added per person was 1.6-1.9 times better. However, the aggregate score and grade were generally low, with 4.1% of the total number of employees of the general public corporation, 10% of the average total assets, and 1% of the average sales volume. The distributed analysis results and panel return analysis results show that the size significantly impacts the overall score and grade. Additionally, major business standards such as port volume, not controlled by the port corporation, appear to have a decisive influence on the low grade of the port corporation. Thus, it appears that improvement and supplementation of key business indicators of port construction are urgently needed in the management evaluation system, which can be properly controlled.

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.

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

  • Choi, Sungchun;Baek, Jangsun
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.4
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    • pp.969-977
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    • 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

Use of Herbal Decoction and Pharmacopuncture in Individuals with Chronic Disease: findings from a nationally representative panel

  • Chan-Young Kwon;Sunghun Yun;Bo-Hyoung Jang;Il-Su Park
    • Journal of Pharmacopuncture
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    • v.27 no.2
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    • pp.110-122
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    • 2024
  • Objectives: This study analyzed the Korea Health Panel Annual Data 2019 to investigate factors related to the use of non-insured Korean medicine (KM) treatment in individuals with chronic diseases. The non-insured KM treatments of interest were herbal decoction (HD) and pharmacopuncture (PA). Methods: Among adults aged 19 or older, 6,159 individuals with chronic diseases who received outpatient KM treatment at least once in 2019 were included. They were divided into three groups according to the KM treatment used: (1) basic insured KM non-pharmacological treatment (BT) group (n = 629); (2) HD group (n = 256); (3) PA group (n = 184). Logistic regression analysis was used to explore factors associated with favoring HD or PA use over BT. Potentially relevant candidate factors were classified using the Andersen Behavior Model. Results: Compared to BT, the 1st to 3rd quartiles of income compared to the 4th quartile (odds ratio: 1.50 to 2.06 for HD; 2.03 to 2.83 for PA), health insurance subscribers compared to medical aid (odds ratio: 2.51; 13.43), and presence of musculoskeletal diseases (odds ratio: 1.66; 1.91) were significantly positively associated with HD and PA use. Moreover, the presence of cardiovascular disease (odds ratio: 1.46) and neuropsychiatric disease (odds ratio: 1.97) were also significantly positively associated with HD use. Conclusion: The presence of some chronic diseases, especially musculoskeletal diseases, was significantly positively associated with HD and PA use, while low economic status was significantly negatively associated with HD and PA use, indicating the potential existence of unmet medical needs in this population. Since chronic diseases impose a considerable health burden, the results of this study can be used for reference for future health insurance coverage policies in South Korea.

The Influence of Attachments to Parents, Teachers, and Friends on Delinquencies Among Elementary School Students (초등학생의 부모, 교사 및 친구애착이 일탈에 미치는 영향)

  • Lee, Ju-Lie
    • Journal of Families and Better Life
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    • v.26 no.4
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    • pp.27-40
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    • 2008
  • The purpose of this study was to investigate the effects of attachments to parents, teachers, and friends on delinquencies among elementary school students. Participants were 2844 elementary school students from the 2004-2006 panel 2 data of the Korea Youth Panel Survey(KYPS). For analyses of research questions, frequencies, descriptive statistics, independent sample t-tests, Pearson correlations and multiple regression analysis were used with SPSS 12.0. Results of the study indicated that : (1) For boys, attachments to parents reduced delinquencies more than for girls. However, for girls, attachments to teachers reduced delinquencies more than for boys. (2) Attachments to friends influenced delinquencies negatively in the 4th grade, but influenced delinquencies positively in the 6th grade. (3) When boys and girls kept in touch with delinquent peers, attachments to parents largely influenced delinquencies.

Revisiting a Gravity Model of Immigration: A Panel Data Analysis of Economic Determinants

  • Kim, Kyunghun
    • East Asian Economic Review
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    • v.26 no.2
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    • pp.143-169
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    • 2022
  • This study investigates the effect of economic factors on immigration using the gravity model of immigration. Cross-sectional regression and panel data analyses are conducted from 2000 to 2019 using the OECD International Migration Database, which consists of 36 destination countries and 201 countries of origin. The Poisson pseudo-maximum-likelihood method, which can effectively correct potential biased estimates caused by zeros in the immigration data, is used for estimation. The results indicate that the economic factors strengthened after the global financial crisis. Additionally, this effect varies depending on the type of immigration (the income level of origin country). The gravity model applied to immigration performs reasonably well, but it is necessary to consider the country-specific and time-varying characteristics.

A study of family function and convergent adaptation hearing protection factor (가족 기능과 융합형 심리적응 보호요인의 관한 연구)

  • Jang, Chun-Ok
    • Journal of the Korea Convergence Society
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    • v.6 no.3
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    • pp.119-125
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    • 2015
  • This study aims to verify the mechanism of mediated effects for protective factor among the relations of risk factor, protective factor and psychology adaptation under risky situation as functionally deficient family, and to identify the protective factors that protects adolescents with high psychology adaptation level. To achieve these goals, descriptive statistic analysis, regression analysis and logistic-regression analysis were conducted using the 5th year data of the Korea Youth Panel Study (Junior high panel) surveyed in 2008 by National Youth Policy Institute. The study results first shows that the psychology adaptation level of adolescents who experienced functionally deficient family varies depending their self-esteem and attachment to school friends. Second, it was found that there are mediated effects in the impacts of functionally deficient family on psychology adaptation. Therefore, in social work field, it is advisable to focus on the process to mitigate the risk factors or to strengthen protective factors rather than focus on the risk factors of adolescents. With this method, the negative perception of adolescents exposed to risk factors can be changed as well as the way of intervention for supporting them.

Empirical Analysis on the Factors Affecting the Consumption of Aquatic Products in China Using Panel Data (패널자료를 이용한 중국 수산물소비지출에 영향을 미치는 요인에 관한 연구)

  • Lin, Xuemei;Kim, Ki-Soo
    • The Journal of Fisheries Business Administration
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    • v.44 no.2
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    • pp.19-33
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    • 2013
  • China is the world's largest producer of aquatic products and its fishery sector is comprised primarily of aquaculture facilities, both fresh and seawater, and a much smaller wild catch component. The expansion of the aquaculture sector continues to boost China's aquatic output. The increase is attributable to several factors. Among them rapidly growing domestic demand is no doubt one of the most important reasons. Rapid economic growth and rising disposable income are influencing domestic consumption and the economic recovery of major import markets is further stimulating consumption of China's aquatic products. This paper tries to examine the status, trend and reasons of consumption of aquatic products in China. Based on the analysis on the consumption of aquatic products and its change, this paper utilizes panel regression model to estimate the affecting factors of aquatic products consumption in China. By using panel data between 1997 and 2010, the results indicate that income, urbanization, aging and dummy variable have positive effects and fish price index has negative effect on China's aquatic products consumption as predicted. However, effects of meat consumption and education on fishery consumption are totally opposite with our predictions. In other words, it turns out that meat consumption has positive effect on fish consumption while education turns out to have negative effect. Finally the member of household does not show any significant effect on consumption of aquatic products in China.