• Title/Summary/Keyword: Multi Regression Analysis

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Mediating Effect of Depression on the Relationship Between Stress and Smartphone Addiction in Married Men, Moderating Effect of Age (기혼남성의 스트레스와 스마트폰 중독의 관계에서 우울의 매개효과와 연령의 조절효과)

  • Eum, Ki-Young;Kim, Hye-Seon;Kim, Sun-Joo;Kim, Eun-Mi;Jin, Mi-Hwa
    • Journal of Convergence for Information Technology
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    • v.11 no.8
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    • pp.129-136
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    • 2021
  • This study aims to verify the influence of married men in their 30s and 40s on smartphone addiction, the mediating effect of depression, and the moderating effect according to age. To this end, samples were set up as a convenient sampling for married men in their 30s and 40s living in the Seoul, Gyeonggi, Incheon metropolitan. To verify the influence relationship, mediating effect, and moderation effect of the main variables, we compare the differences in influence by dividing age groups through spss win 25 program Baron & Kenny's analysis, Sobel test, and multi-regression analysis. The analysis results are as follows. First, stress has a positive effect on depression and smartphone addiction, and depression has a positive effect on smartphone addiction. Second, depression has been shown to have a partial mediating effect in the relationship between stress and smartphone addiction. Third, there was a difference in influence between stress and smartphone addiction depending on age groups. Based on the above results, we present policy implications and follow-up research suggestions.

The effect of acculturative stress on depression of Mongolians in Korea: Focusing on moderating effect of social support (문화적응 스트레스가 한국에 거주하는 몽골이주민의 우울에 미치는 영향: 사회적 지지의 조절 효과)

  • Buyadaa, Naranbulag;Yu, Kumlan
    • Korean Journal of Culture and Social Issue
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    • v.27 no.1
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    • pp.35-49
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    • 2021
  • The purpose of this study was examine the depression among Mongolians in South Korea. We also determined the effect of acculturative stress and social support on depression. In this study, total of 200 adults over age 18 completed the BDI-II of Mongolian Version, Acculturative stress scale for international student, The Multi-dimensional Scale of Perceived Social Support. Data were analyzed by using the factor analysis, correlation analysis, t-test, and hierarchical regression analysis. We used SPSS 22.0, AMOS 22.0. We found significant difference in mean scores between groups according to socio-demographic characteristics. The level of depression was high in over 3 years immigrants group (M = 8.41, SD = 9.6954), marriage immigrants group (M = 19.1, SD = 16.7649), and female groups (M = 7.61, SD = 9.2188) than compared to reference groups. Acculturative stress and social support of Mongolian immigrants had a significant impact on depression (β = .365, p <.001; β = .- 555, p <.001). There was a moderating effect of social support on the relationship between acculturative stress and depression (β = 1.080, p <.001). The limitations and implications of the study were discussed. We conclude that this study can be used to assess the depression and the mental health of Mongolians in South Korea.

An effect of Internal Audit of IATF 16949 Automotive Quality Management System on the Performance of Organization (IATF 16949 자동차 품질경영시스템 내부심사가 조직의 성과에 미치는 영향)

  • Joo, Daesung;Lee, Moonsu
    • Journal of Practical Engineering Education
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    • v.14 no.1
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    • pp.37-48
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    • 2022
  • This study analyzed the effect of internal audit on the performance of the IATF 16949 automotive quality management system to understand the internal audit of companies and propose measures to activate the company's internal audit process. It was identified with the empirical analysis that 'The internal auditor competence, internal audit planning, internal audit implementation, infrastructure, culture/environment, and CEO support' to characterize IATF 16949 internal audit of automotive quality management system affects the internal performance and business performance of the company. In addition, I checked the size of the company and the period of certification period as moderating variables according to the sales based on the presented as factors that can improve the performance of the company, and how the moderating effects are seen in the relationship with the performance of the organization. I did analysis of technical statistics, exploratory factors, reliability, and multi-regression analysis with SPSS program. I summarized the results of the study, as a result of that, it was found that the internal audit planning, internal audit implementation, culture/ environment, and CEO support of independent variables affected the parameter and dependent variables (the internal performance and management performance of companies).

The Mediating Effects of Depression on Loneliness and Suicidal Ideation in Elderly Living Alone with Diabetes Mellitus: A Secondary Data Analysis (독거 당뇨병 노인의 외로움이 자살사고에 미치는 영향에 대한 우울의 매개효과 검증: 2차 자료 분석)

  • Moonhee Gang;Yujin Ahn
    • Journal of Industrial Convergence
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    • v.21 no.5
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    • pp.51-58
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    • 2023
  • The purpose of this study is to analyze suicidal ideation of elderly people with diabetes living alone and to investigate the relationship between suicidal ideation, loneliness, and depression. This study was conducted through secondary data analysis using total survey data for the elderly living alone in O province. The subjects of this study were 466 elderly people who were diagnosed with diabetes among the elderly living alone. The data of this study were analyzed using descriptive statistics, t-test, Pearson's correlation coefficients, multi-linear regression analysis, and the three-step mediating effect verification procedure of Baron & Kenny using the SPSS 26.0 program. The average loneliness score and average depression score of the subjects were 4.52±3.30 and 4.88±4.03, respectively, and 27.3% of the subjects said they had a suicidal ideation. The subject's loneliness (β=.20, p=.005) and depression (β=.30, p<.001) was found to be a significant factor in predicting suicide ideation. In addition, depression was found to be partially mediated in the relationship between loneliness and suicidal ideation. Through the results of this study, loneliness and depression were found to be important factors related to suicidal ideation in the elderly with diabetes living alone. In addition, in order to improve suicidal ideation in the elderly with diabetes living alone, intervention to lower the level of loneliness and depression is necessary.

The Study on Factors Affecting Educational Need to Convergence Major of Dental Hygiene Students at K University (K대학교 치위생학과 학생의 융합전공 교육 요구도에 영향을 미치는 요인에 관한 연구)

  • Ma I Choi;Min-Sun Lee
    • Journal of Korean Dental Hygiene Science
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    • v.7 no.1
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    • pp.29-37
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    • 2024
  • Background: This study investigatedthe factors influencing the degree of education in the Department of Dental Hygiene at K University on the degree of education required for a convergence major related to the medical device industry. Methods: For 5 days from December 5, 2023, 257 students of the Department of Dental Hygiene at a university in Wonju Citywere surveyed, and an online survey was conducted. General characteristics, school satisfaction, satisfaction with majors, perceptions of multi-majors in universities, and the degree of demand for a convergence major related to the medical device industry were examined. Since normality was not satisfied, non-parametric analysis was performed. To confirm the differences in convergence major related to medical device industry education needs according to general characteristics, the Mann-Whitney U test and Kruskal-Wallis test were performed. Post-hoc analysis was performed, and the median, minimum, and maximum values were presented. Multiple regression analysis was performed to confirm the effect on the demand for a convergence major related to the medical device industry, and the statistical significance probability was set at 0.05. Results: As a result of examining the factors affecting the demand for a convergence major related to the medical device industry, it was found that the more experience one has in completing a double major in college (p<0.05) and the higher the degree of satisfaction with the major (p<0.05), the statistically significant need for an interdisciplinary major was higher(p<0.05).

Comparison of Clinical Characteristics between Pulmonary Tuberculosis Patients with Extensively Drug-resistance and Multi-drug Resistance at National Medical Center in Korea (국립의료원에 내원한 광역내성 폐결핵 환자와 다제내성 폐결핵 환자의 임상적 특성 비교)

  • Kim, Chong Kyung;Song, Ha Do;Cho, Dong Il;Yoo, Nam Soo
    • Tuberculosis and Respiratory Diseases
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    • v.64 no.6
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    • pp.414-421
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    • 2008
  • Background: Recently, in addition to multi-drug resistant tuberculosis (MDR-TB), extensively drug-resistant tuberculosis (XDR-TB) has become rapidly growing public health threat. This study examined the clinical differences between pulmonary TB patients with extensively drug resistance (XDR) and multi-drug resistance (MDR) at the National Medical Center in Korea in order to determine the clinical characteristics associated more with XDR-TB than MDR-TB. Methods: Patients who received a diagnosis of culture-confirmed pulmonary TB and a drug sensitivity test (DST) for anti-TB drugs at the National Medical Center between January 2000 and August 2007 were enrolled in this study. The patients were identified into the XDR-TB or MDR-TB group according to the DST results. The clinical characteristics were reviewed retrospectively from the medical records. Statistical analysis for the comparisons was performed using a ${\chi}^2$-test, independent samples t-test or binary logistic regression where appropriate. Results: A total 314 patients with culture-confirmed pulmonary TB were included. Among them, 18 patients (5.7%) had XDR-TB and 69 patients (22%) had MDR-TB excluding XDR-TB. A comparison of the clinical characteristics, revealed the XDR-TB group to have a higher frequency of a prior pulmonary resection for the treatment of TB (odds ratio [OR], 3.974; 95% confidence interval [CI], 1.052~15.011; P value 0.032) and longer average previous treatment duration with anti-TB drugs, including a treatment interruption period prior to the diagnosis of XDR, than the MDR-TB group (XDR-TB group, 72.67 months; MDR-TB group, 13.09 months; average treatment duration difference between two groups, 59.582 months; 95% CI, 31.743~87.420; P value, 0.000). In addition, a longer previous treatment duration with anti-TB drugs was significantly associated with XDR-TB (OR, 1.076; 95% CI, 1.038~1.117; P value, 0.000). A comparison of the other clinical characteristics revealed the XDR-TB group to have a higher frequency of male gender, diabetes mellitus (DM), age under 45, treatment interruption history, cavitations on simple chest radiograph and positive result of sputum AFB staining at the time of diagnosis of XDR. However, the association was not statistically significant. Conclusion: Pulmonary TB patients with XDR have a higher frequency of a prior pulmonary resection and longer previous treatment duration with anti-TB drugs than those with MDR. In addition, a longer previous treatment duration with anti-TB drugs is significantly associated with XDR-TB.

The Impact of Human Resource Innovativeness, Learning Orientation, and Their Interaction on Innovation Effect and Business Performance : Comparison of Small and Medium-Sized vs. Large-Sized Companies (인적자원의 혁신성, 학습지향성, 이들의 상호작용이 혁신효과 및 사업성과에 미치는 영향 : 중소기업과 대기업의 비교연구)

  • Yoh, Eunah
    • Korean small business review
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    • v.31 no.2
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    • pp.19-37
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    • 2009
  • The purpose of this research is to explore differences between small and medium-sized companies and large-sized companies in the impact of human resource innovativeness(HRI), learning orientation(LO), and HRI-LO interaction on innovation effect and business performance. Although learning orientation has long been considered as a key factor influencing good performance of a business, little research was devoted to exploring the effect of HRI-LO interaction on innovation effect and business performance. In this study, it is investigated whether there is a synergy effect between innovative human workforce and learning orientation corporate culture, in addition to each by itself, to generate good business performance as well as a success of new innovations in the market. Research hypotheses were as follows, including H1) human resource innovativeness(HRI), learning orientation(LO), and interactions of HRI and LO(HRI-LO interaction) positively affect innovation effect, H2) there is a difference of the effect of HRI, LO, and HRI-LO interaction on innovation effect between large-sized and small-sized companies, H3) HRI, LO, HRI-LO interaction, innovation effect positively affect business performance, and H4) there is a difference of the effect of HRI, LO, HRI-LO interaction, and innovation effect on business performance between large-sized and small-sized companies. Data were obtained from 479 practitioners through a web survey since the web survey is an efficient method to collect a national data at a variety of fields. A single respondent from a company was allowed to participate in the study after checking whether they have more than 5-year work experiences in the company. To check whether a common source bias is existed in the sample, additional data from a convenient sample of 97 companies were gathered through the traditional survey method, and were used to confirm correlations between research variables of the original sample and the additional sample. Data were divided into two groups according to company size, such as 352 small and medium-sized companies with less than 300 employees and 127 large-sized companies with 300 or more employees. Data were analyzed through t-test and regression analyses. HRI which is the innovativeness of human resources in the company was measured with 9 items assessing the innovativenss of practitioners in staff, manager, and executive-level positions. LO is the company's effort to encourage employees' development, sharing, and utilizing of knowledge through consistent learning. LO was measured by 18 items assessing commitment to learning, vision sharing, and open-mindedness. Innovation effect which assesses a success of new products/services in the market, was measured with 3 items. Business performance was measured by respondents' evaluations on profitability, sales increase, market share, and general business performance, compared to other companies in the same field. All items were measured by using 6-point Likert scales. Means of multiple items measuring a construct were used as variables based on acceptable reliability and validity. To reduce multi-collinearity problems generated on the regression analysis of interaction terms, centered data were used for HRI, LO, and Innovation effect on regression analyses. In group comparison, large-sized companies were superior on annual sales, annual net profit, the number of new products/services in the last 3 years, the number of new processes advanced in the last 3 years, and the number of R&D personnel, compared to small and medium-sized companies. Also, large-sized companies indicated a higher level of HRI, LO, HRI-LO interaction, innovation effect and business performance than did small and medium-sized companies. The results indicate that large-sized companies tend to have more innovative human resources and invest more on learning orientation than did small-sized companies, therefore, large-sized companies tend to have more success of a new product/service in the market, generating better business performance. In order to test research hypotheses, a series of multiple-regression analysis was conducted. In the regression analysis examining the impact on innovation effect, important results were generated as : 1) HRI, LO, and HRI-LO affected innovation effect, and 2) company size indicated a moderating effect. Based on the result, the impact of HRI on innovation effect would be greater in small and medium-sized companies than in large-sized companies whereas the impact of LO on innovation effect would be greater in large-sized companies than in small and medium-sized companies. In other words, innovative workforce would be more important in making new products/services that would be successful in the market for small and medium-sized companies than for large-sized companies. Otherwise, learning orientation culture would be more effective in making successful products/services for large-sized companies than for small and medium-sized companies. Based on these results, research hypotheses 1 and 2 were supported. In the analysis of a regression examining the impact on business performance, important results were generated as : 1) innovation effect, LO, and HRI-LO affected business performance, 2) HRI by itself did not have a direct effect on business performance regardless of company size, and 3) company size indicated a moderating effect. Specifically, an effect of the HRI-LO interaction on business performance was stronger in large-sized companies than in small and medium-sized companies. It means that the synergy effect of innovative human resources and learning orientation culture tends to be stronger as company is larger. Referring to these result, research hypothesis 3 was partially supported whereas hypothesis 4 was supported. Based on research results, implications for companies were generated. Regardless of company size, companies need to develop the learning orientation corporate culture as well as human resources' innovativeness together in order to achieve successful development of innovative products and services as well as to improve sales and profits. However, the effectiveness of the HRI-LO interaction would be varied by company size. Specifically, the synergy effect of HRI-LO was stronger to make a success of new products/services in small and medium-sized companies than in large-sized companies. However, the synergy effect of HRI-LO was more effective to increase business performance of large-sized companies than that of small and medium-sized companies. In the case of small and medium-sized companies, business performance was achieved more through the success of new products/services than much directly affected by HRI-LO. The most meaningful result of this study is that the effect of HRI-LO interaction on innovation effect and business performance was confirmed. It was often ignored in the previous research. Also, it was found that the innovativeness of human workforce would not directly influence in generating good business performance, however, innovative human resources would indirectly affect making good business performance by contributing to achieving the development of new products/services that would be successful in the market. These findings would provide valuable managerial implications specifically in regard to the development of corporate culture and education program of small and medium-sized as well as large-sized companies in a variety of fields.

The Relationship between Better Life Index, Nursing Performance and Intents to Leave among Hospital Nurses (병원간호사의 행복지수, 전문직관, 이직의도와의 관계)

  • Nam, Mun-Hee;Kwon, Young-Chae
    • Journal of Digital Convergence
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    • v.10 no.9
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    • pp.417-427
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    • 2012
  • This study is to recognize the relationship between better life index, nursing performance and intents to leave among hospital nurses by comparison. From July 1to July 20, 2012. we collected survey results subjecting on total 700 nurses by random sampling of hospital-class medical institutes over 200 beds located on Busan & Gyeongnam, and analyzed final 677 copies. We recognized the degrees and the differences of happiness index, professionalism, intents to leave among hospital nerses and analyzed the factors impacting on intents to leave among hospital nerses through correlation analysis and multiple regression analysis between variables. The main result is as follows: First, the average of the item related to happiness index of nurse was 3.03 (5 points of scale) and the average score of professionalism was 3.09 (medium degree) but the average score of turnover intention was 3.35 (relatively high); Second, professionalism and turnover intention according to characteristics of subjects were significant statistically (p<0.05) and turnover intention indicated a significant negative relation with happiness index and professionalism; Third, a factor which mostly impact on turnover intention indicated a significant level (p<0.05) in professionalism, happiness index, general hospital, 2.01 to 2.5 million of average pay. Based on such results, as happiness index and professionalism are indicated as major factors to turnover intention, multi-dimensional viewpoint of follow-up study including further variables is required and the plan to apply nursing intervention program for reducing turnover intention is also required.

An Empirical Exploration on Selective & Combined Giving -Comparison of General Participation and Intensive Participation- (기부와 자원봉사에의 참여 행동에 관한 연구 -누가 선택적으로 참여하고 누가 결합적으로 참여하는가?-)

  • Kang, Chul-Hee;Yu, Jae-Yoon;Park, So-Hyun
    • Korean Journal of Social Welfare
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    • v.64 no.2
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    • pp.273-298
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    • 2012
  • This study is targeted to understand the giving of time and money among citizens in Seoul. It explores predictors of different combinations of giving behaviors: only volunteering, only donating, doing both, and neither. In exploring predictors, it also considers the effects of intensity in giving with differential measurement of general participation and regular participation. For the analysis, this study utilizes Seoul Welfare Panel Survey Data in 2008 and 2010 and employes a multi-nominal logistic regression model with selection of citizens' demographic factors, pro-social attitude factors, and psycho-social factors on these four type of giving behaviors. The findings show that previous giving experiences(+) and religious activities(+) have statistically significant effects on both selective and combined giving behavior. Gender(woman), income(+), education(+) have statistically significant effects on giving behaviors(only donating and doing both) related with donation. In the case of employment state, unemployment is significantly related to volunteering while employment is significantly related to donating. Finally, happiness(+) has significantly positive effect on intensive giving such as regular giving rather than general giving. This analysis has made a start in a new area of inquiry attempting to explain different giving behaviors with broadening and promoting understanding on giving behaviors. Moreover, it raises several implications for future research and strategic practice for resource mobilization of NPOs.

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Cost Prediction Models in the Early Stage of the Roadway Planning and Designbased on Limited Available Information (가용정보를 활용한 기획 및 설계초기 단계의 도로 공사비 예측모델)

  • Kwak, Soo-Nam;Kim, Du-Yon;Kim, Byoung-Il;Choi, Seok-Jin;Han, Seung-Heon
    • Korean Journal of Construction Engineering and Management
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    • v.10 no.4
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    • pp.87-100
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    • 2009
  • The quality of early cost estimates is critical to the feasibility analysis and budget allocation decisions for public capital projects. Various researches have been attempted to develop cost prediction models in the early stage of a construction project. However, existing studies are limited on its applicability to actual projects because they focus primarily on a specific phase as well as utilize restricted information while the amount of information collectable differs from one another along with the project stages. This research aims to develop two-staged cost estimation model for the schematic planning and preliminary design process of a construction projects, considering the available information of each phase. In the schematic planning stage where outlined information of a project is only available, the Case-Based Reasoning model is used for easy and rapid elicitation of a project cost based on the extensive database of more than 90 actual highway construction projects. Then, the representing quantity-based model is proposed for the preliminary design stage where more information on the quantities and unit costs are collectable based on the alternative routes and cross-sections of a highway project. Real case studies are used to demonstrate and validate the benefits of the proposed approach. Through the two-stage cost estimation system, users are able to hold a timely prospect to presume the final cost within the budge such that feasibility study as well as budget allocation decisions are made on effectively and competitively.