• Title/Summary/Keyword: 선형회귀 분석

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Convergence Study on Relationship between Workplace Violence and Mental Health for Subway Workers (지하철 근로자의 직장 내 폭력과 정신건강과의 관련성에 대한 융복합 연구)

  • Choi, Suk-Kyong
    • Journal of Digital Convergence
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    • v.14 no.11
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    • pp.379-388
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    • 2016
  • This study was aimed at identifying the actual state of workplace violence based on a survey conducted to 876 subway workers in Seoul and determining the relationship between workplace violence and mental health of workers. Data were collected via web site, using a structured questionnaire and for the analysis of the data, a multiple linear regression analysis was carried out by the statistical program SPSS 20.0. According to the results, the perpetrators of violence turned out to be "passengers" in all types of workplace violence: physical violence, verbal violence, sexual harassment and disregard for personality. As for the relationship between workplace violence and the mental health of the workers, statistically significant differences were shown between all the above mentioned workplace violence types and sub-areas of mental health. Also, as for the impact of workplace violence on the mental health of the workers, significant differences were found in physical violence, sexual harassment and disregard for personality, with 8.3 percent of explanatory power. Based on these findings, the study suggests the establishment and the application of customer interaction guidelines to protect subway workers from workplace violence along with specific measures customized for each work environment to prevent violence.

Factors Affecting Clinical Competence of Dental Hygienists (일부 지역 치과위생사의 임상수행능력에 영향을 미치는 요인들 간의 인과관계)

  • Lee, Hee-Su;Jang, Kyeung-Ae
    • Journal of dental hygiene science
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    • v.16 no.5
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    • pp.331-338
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    • 2016
  • This study sought to examine the factors influencing clinical competence of dental hygienists. A survey on burnout, critical thinking tendency, self-esteem, self-leadership, professional self-concept and clinical competence was conducted with 254 dental hygienists using self-administered questionnaires. Correlation analysis was performed between study variables, and linear regression analysis identified factors influencing clinical competence. To determine a causal relationship among these factors, a path analysis was conducted at the 0.05 level of significance. Relationships among research variables showed significant positive correlations (p<0.01). Self-esteem, self-leadership, and professional self-concept were found to influence clinical competence (p<0.01). A causal relationship was also found among variables influencing clinical competence. Burnout and critical thinking had an indirect effect, whereas self-esteem, professional self-concept, and self-leadership had both direct and indirect effects. In conclusion, important factors influencing clinical competence of dental hygienists include self-esteem, self-leadership, and professional self-concept. Based on these findings, programs to enhance clinical competence of dental hygienists should be developed.

A study on the Effect of Mentoring Skills and Mentoring Functions on Initial Start-up Performance and Satisfaction (멘토의 역량과 멘토링 기능이 창업의 초기성과만족도에 미치는 영향에 관한 연구)

  • Bang, Hye-Min;Jeon, In-Oh
    • The Journal of the Korea Contents Association
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    • v.15 no.5
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    • pp.444-454
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    • 2015
  • This study reports on initial founder performance and satisfaction that is affected by mentoring skills and mentoring functions. Through the empirical analysis, seen the initial founder performance and satisfaction as a respective dependent variable, this study intends to provide efficient direction of the responsibility mentor and present a method that enhances the survival of the initial start-up founder. The frequency analysis was conducted to determine the general characteristics of the sample, by leveraging the statistical package SPSS 20.0 for Windows program, details of the items measuring tools present a statistical analysis of sample data, 120 people have gathered in the survey data for this factor analysis was performed with a correlation to classify each region was calculated to Cronbach's ${\alpha}$ factor to determine the reliability of the measurement tool, and tested the hypothesis using linear regression analysis for verification. Was found to play an important role to draw the founder and mentor mentoring skills and capabilities in early stage start-ups, and conclusions drawn from this process. In particular, modeling of the mentor with a sound mind and behavior brought the better performance and satisfaction of the initial start-up founder. If a mentor provides mentoring with more interests in career development and psychosocial functions of the mentoring functions, it is seen to be more efficient way to improve survival rate of initial start-up as well as increasing a founder's performance and satisfaction.

The Impact of Human Resource Development on Job Satisfaction and Organizational Commitment : Mediating Effects of Learning Culture (인적자원개발제도, 조직몰입, 직무만족 간의 관계 : 조직수준의 학습문화의 매개효과 검증)

  • Kim, Sung Hwan
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.9 no.3
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    • pp.119-128
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    • 2014
  • One of the theoretically and empirically grounded black boxes in HRD and firm performance link is employee' attitudes such as organizational commitment and job satisfaction. However, most studies were conducted with the regression analysis at the organizational level. This study used HLM(hierarchical linear modeling) analysis, which made it possible to estimate more accurate relationship between variables that were measured from two different levels. In addition, this study attempted to open an the black box(learning culture) in the relationship between HRD and employee attitudes. The result showed that the HRD have a positive effect on the organizational commitment and the job satisfaction. Also the HRD showed full mediation effect of organization commitment and the job satisfaction on the Learning culture. And the result showed that the HRD in 2007 have a positive effect on employee' attitudes in 2009. These findings concluded that systematic HRD like employee's education and training must be built and also the positive culture for employee's learning like support of management's learning organization must be improved in order to promote the organizational performance(organizational commitment, job satisfaction) in company.

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The Business Restructuring for Sell-Offs and Tobin's Q (사업구조조정을 위한 자산매각(資産賣却)(Sell-Offs)과 Tobin's Q)

  • Kim, Won-Ki;Park, Choon-Kwang
    • The Korean Journal of Financial Management
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    • v.16 no.2
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    • pp.27-51
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    • 1999
  • 본 연구는 사업구조조정을 위하여 기업이 자발적으로 자산을 매각할 때, 부채변제 목적으로 자산을 매각하는 경우를 제외한 재투자 목적으로 자산을 매각한 경우에 없어 자산매각에 따른 주가변동인 공시효과를 살펴보고 또한 이런 공시효과가 매각기업의 매각직전 경영성과인 Tobin's Q에 따라 달리 나타날 수 있으므로 이에 따른 공시효과의 차이를 비교해 본다. 그 다음에, 기업이 자산매각을 통하여 확보한 유동성을 새로 재투자할 기회를 갖는 자산매각의 경우에 있어, 이런 기회가 사업을 집중화할 목적인지 혹은 아닌지에 따라 장기간의 경영성과인 Tobin's Q와 어떤 영향관계를 갖는 지와, 또 매각자산의 상대적 매각규모가 장기간의 경영성과와 어떤 영향관계를 갖는 지를 분석한다. 분석결과, 자산매각에 대한 중시효과는 통계적으로 유의한 정의 비정상수익률을 실현하였으며, 자산매각직전의 경영성과를 나타내는 Tobin's Q값의 우열에 따리 분류한 4사분위별 집단의 비정상수익률은 Tobin's Q값이 낮거나 높은 기업일수록 정의 비정상수익률을 크게 실현하였다. 그리고 사업을 집중화할 목적으로 자산매각을 실시한 경우와 그렇지 않은 경우에 없어서 경영성과는 두 집단간에 유의적인 차이를 나타냈으나, 매각이후 각 연도기말의 Tobin's Q값들 사이에 대한 전년도와의 차이는 통계적인 유의성을 찾을 수가 없었다. 그렇지만 기업의 경영성과인 Tobin's Q는 집중화 집단이 비집중화 집단보다 크게 나타났었다. 또한 자산매각 이후에 없어, Tobin's Q와 집중화등기 및 상대적 매각규모는 유의적인 정의 관계를 나타냈다.었다.가 높은 한국, 영국, 독일에서는 환율이 주가에 비해 선행하여 변동한다고 볼 수 있다.하는 것이 필요할 것이다. 초과가치가 크게 나타나는 것으로 분석되어, 다각화 기업이 더 많은 부채부담능력을 가질 수 있고, 부채의 세금절감효과에 의해 기업가치를 증가시킬 수 있음을 알 수 있었다.있는 과정이므로 장기기대 주가의 미지성이 평균회귀 과정의 기각을 유도하게 된다. 우리나라의 투자자들은 무위험자산과 위험을 동시에 고려하여 투자활동을 전개하고 있음이 발견되었다. 선형의 효용함수를 갖는 위험중립적 태도의 투자자가 아니다. 위험기피형 효용함수 아래에서 투자활동을 수행하고 있는 합리적 투자자들이라 할 수 있다. 뿐 만 아니라 자신의 평생에 걸친 소비를 소비가 이루어지는 각 기마다 가급적 일정하게 하는 소비행동을 목표로 삼고 소비와 투자에 대한 의사결정을 내리고 있음이 실증분석을 통하여 밝혀졌다. 투자자들은 무위험 자산과 위험성 자산을 동시에 고려하여 포트폴리오를 구성하는 투자활동을 행동에 옮기고 있다.서, Loser포트폴리오를 매수보유하는 반전거래전략이 Winner포트폴리오를 매수보유하는 계속거래전략보다 적합한 전략임을 알 수 있었다. 다섯째, Loser포트폴리오와 Winner포트폴리오를 각각 투자대상종목으로써 매수보유한 반전거래전략과 계속거래 전략에 대한 유용성을 비교검증한 Loser포트폴리오와 Winner포트폴리오 각각의 1개월 평균초과수익률에 의하면, 반전거래전략의 Loser포트폴리오가 계속거래전략의 Winner포트폴리오보다 약 5배정도의 높은 1개월 평균초과수익률을 실현하였고, 반전거래전략의 유용성을

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Association between vitamin D deficiency and anemia among Korean adolescent girls and young women (여자 청소년 및 젊은 여성의 비타민 D 결핍과 빈혈과의 연관성 분석)

  • Jang, Haeun;Park, Seonghee;Park, Kyong
    • Journal of Nutrition and Health
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    • v.52 no.6
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    • pp.552-558
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    • 2019
  • Purpose: Although vitamin D deficiency is common among Korean adolescent girls and young women, few studies have explored the potential health effects of vitamin D deficiency in this vulnerable population. This study examined the association between vitamin D deficiency and anemia in Korean adolescent girls and young women. Methods: The data from the Korea National Health and Nutrition Examination Survey 2008 ~ 2014 were used. A total of 3,643 girls and adult women aged 12 to 29 who provided all the information (including serum 25-hydroxy vitamin D, hemoglobin, and/or serum ferritin) needed for the analysis were included in the analysis. Demographic, lifestyle, and health data were obtained through survey questionnaires. Anemia and iron deficiency anemia were defined according to the World Health Organization cut-offs. Multivariable logistic regression, and restricted cubic spline regression were used in the analysis. Results: In fully adjusted logistic regression models, the vitamin D deficiency was significantly associated with higher prevalences of anemia (odds ratio (OR): 1.61, 95% confidence interval (CI): 1.04 ~ 2.49) and iron deficiency anemia (OR: 1.43, 95% CI: 1.01 ~ 2.03). In a cubic spline regression model, we observed a dose-response relationship between serum 25(OH)D concentration and anemia, and this linear relationship was also clearly observed between serum 25(OH)D concentration and iron deficiency anemia. Conclusion: Vitamin D deficiency may be associated with a higher prevalence of iron deficiency anemia and anemia in adolescent girls and young women. Alternatively, vitamin D deficiency may be a concurrent event for patients with anemia, which we cannot distinguish in this cross-sectional study. Further studies are needed to verify the causality in this population of low vitamin D levels.

Detrending Crop Yield Data for Improving MODIS NDVI and Meteorological Data Based Rice Yield Estimation Model (벼 수량 자료의 추세분석을 통한 MODIS NDVI 및 기상자료 기반의 벼 수량 추정 모형 개선)

  • Na, Sang-il;Hong, Suk-young;Ahn, Ho-yong;Park, Chan-won;So, Kyu-ho;Lee, Kyung-do
    • Korean Journal of Remote Sensing
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    • v.37 no.2
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    • pp.199-209
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    • 2021
  • By removing the increasing trend that long-term time series average of rice yield due to technological advancement of rice variety and cultivation management, we tried to improve the rice yield estimation model which developed earlier using MODIS NDVI and meteorological data. A multiple linear regression analysis was carried out by using the NDVI derived from MYD13Q1 and weather data from 2002 to 2019. The model was improved by analyzing the increasing trend of rime-series rice yield and removing it. After detrending, the accuracy of the model was evaluated through the correlation analysis between the estimated rice yield and the yield statistics using the improved model. It was found that the rice yield predicted by the improved model from which the trend was removed showed good agreement with the annual change of yield statistics. Compared with the model before the trend removal, the correlation coefficient and the coefficient of determination were also higher. It was indicated that the trend removal method effectively corrects the rice yield estimation model.

Effects on equity in mathematics education: Multilevel analysis via the PISA 2015 (수학교육 형평성에 미치는 학교 영향: PISA 2015를 이용한 다수준 분석)

  • Hwang, Jihyun;Shin, Dong Hoon
    • The Mathematical Education
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    • v.60 no.4
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    • pp.451-466
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    • 2021
  • The interaction between student and school levels should be considered to understand and examine equity in education. For this reason, we included the socioeconomic composition of schools to scrutinize the equity related to students' socioeconomic status and mathematical literacy in Korea. We applied the hierarchical linear modeling approach to the Programme for International Student Assessment (PISA) 2015 data for binational comparison between Korea (5,548 students from 168 schools) and the U.S. (5,217 students from 161 schools). The findings show that school-level achievement and the socioeconomic composition of schools cannot be ignored to understand Korean students' achievement gap between high and low socioeconomic status. In addition, U.S. students from low socioeconomic status were likely to have similar mathematics literacy scores. These findings indicated that inequity in Korean mathematics education could be intertwined with the characteristics of Korean students like high demands for supplementary private education and school characteristics like curriculum selection. This research also reminds mathematics educators that people should not simply mimic other education systems to resolve education issues in their own system.

The Influence of Self-Leadership of Nurses in COVID-19 designated hospitals on Patient-Centered Nursing: The Mediating Effect of Nursing Professional Values and Occupational Stress (코로나19 거점전담병원 간호사의 셀프리더십이 환자중심간호에 미치는 영향: 간호전문직관과 직무스트레스의 매개효과)

  • Mi Hyeon Park;Bok Nam Seo
    • Journal of Industrial Convergence
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    • v.21 no.6
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    • pp.61-71
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    • 2023
  • The objective of this research is to examine the mediating roles of nursing professional values and occupational stress in the relationship between self-leadership and patient-centered nursing among nurses employed at COVID-19 designated hospitals. This study were 160 nurses at a COVID-19 designated hospitals, and the data were collected from January 10 to February 30, 2022. The collected data were analyzed by independent t-test, one-way ANOVA, correlation analysis, multiple linear regression analysis, and SPSS PROCESS Macro model No 4 bootstrapping method. The average score for self-leadership was 61.3±8.55, nursing professional values was 95.5±11.66, occupational stress was 51.3±4.76, and patient-centered nursing was 59.3±7.63. The mediating effect of nursing professional values and occupational stress was confirmed in the influence relationship between self-leadership and patient-centered nursing of nurses at COVID-19 designated hospitals. This result suggests that the content related to improve nursing professional values and reduce occupational stress should be considered when applying the patient-centered nursing enhancement program.

The Effect of the Cicadas' Songs on the Psychological Responses in Adolescents (매미과(科) 노랫소리가 청소년의 심리적 반응에 미치는 영향)

  • Yoon, Ki-Sang;Suh, Sang-Joon;Suh, Jae-Gap
    • The Journal of the Acoustical Society of Korea
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    • v.26 no.4
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    • pp.136-143
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    • 2007
  • This experiment was performed to find out the effects of the cicadas' songs on the psychological responses in adolescents. As a basic coulee, the experiment to set up 'Acceptable & Unacceptable' was performed. As a further coulee, five kinds of the cicadas' songs heard frequently were analyzed and adjectives expressing the feeling to cicadas' songs were factor-analyzed, and psychological responses to auditory sensations were analyzed through regression equations. As a result, the effect of the Cryptotympana atrata's song, the Meimuna opalifera's song and the traffic noise are similar in the degree of disturbing the meditation but they are less disturbing than the white noise. The experiment for adjectives expressing was performed, because it is possible that cicadas' songs affect adolescents as a noise. Cicadas' songs can be expressed with three kinds of factors. First factor is [Annoyance], second factor is [Strength] and third factor is [Rhythm]. The first factor dominates in the songs of the Cryptotympana atrata and the Platypleura kaempferi who generate steady sound, and the third factor dominates in the songs of the Meimuna opalifera, the Leptosemia takanonis and the Oncotympana fuscata who generate fluctuating sounds. The loudness of sound didn't affect on the third factor but the emotional values of the fist and the second factors are linearly proportional to the loudness. The analysis results of the first factor associated with noise showed that the annoyance of adolescents is increased in the order of white noise - the Platypleura kaempferi - the Cryptotympana atrata, if the loudness of sounds are generated equally.