• Title/Summary/Keyword: Negative sample training

Search Result 36, Processing Time 0.023 seconds

The Impact of Capital Structure on Firm's Profitability: A Case Study of the Rubber Industry in Vietnam

  • CO, Huong Thi Thanh;UONG, Trang Thi Mai;NGUYEN, Cong Van
    • The Journal of Asian Finance, Economics and Business
    • /
    • v.8 no.7
    • /
    • pp.469-476
    • /
    • 2021
  • This study aims to examine and measure the impact of capital structure on the profitability of companies in emerging markets. The research sample includes eighteen rubber companies listed on the Vietnam stock exchange from 2015-2019. After collecting the research data, it was imported into excel to calculate the criteria for the research model. By using Stata 16 software, the study selected a data processing model and evaluated the relevance of the regression analysis model. The research results show that the profitability of listed rubber companies in Vietnam (measured by return on equity (ROE) has a positive relationship with the debt-to-asset ratio but has a negative relationship with the long-term debt-to-asset ratio. The results also show a positive impact of firm size and revenue growth on profitability while liquidity and the ratio of tangible fixed assets to total assets do not affect significantly. These results are consistent with most of the previously published studies. However, in contrast to many previous studies, our study shows that the long-term debt-to-assets ratio has a negative effect on profitability while the debt-to-asset ratio has a positive effect. This is entirely consistent with the characteristics of long-term debt use in emerging markets.

An Empirical Study on the Duration of Self-employment (자영업 지속기간의 결정요인)

  • Ahn, Joyup;Sung, Jaimie
    • Journal of Labour Economics
    • /
    • v.26 no.2
    • /
    • pp.1-30
    • /
    • 2003
  • The recent experience about self-employment shows three main trends: first, its share out of the total workers has steadily increased, recording 37.6% in 2001, implying its prevalence and importance; second, its share out of male workers has caught up female workers', implying its importance to males as well as females; and finally, during the recent Economic Crisis when there was mass layoff and large scale bankruptcy, its share rapidly increased, reflecting its role of a buffer to economic fluctuation. However, there have been few studies on self-employment, mainly focusing on what makes someone choose it as an alternative to being employed. This study analyzes the determinants of the duration to terminate self-employment, by applying the proportional hazard model to the Korea Labor and Income Panel Survey(KLIPS) by the Korea Labor Institute. The KLIPS started the first wave in 1998 with the 5,000 household sample (and about 12,000 individual sample of household members aged 15 and more). In this study, the first four waves are used for analysis. The average duration of 5,357 spells of self-employment is 130 months. It shows slight difference between males(124 months) and females(138 months) while it widely ranges over industries (296 months for agriculture industry while 50 months for restaurant and hotel industry). Estimates of the proportional hazard model of the self-employment duration show that females are more likely to terminate self-employment while it is not statistically significant. The effect of age at starting self-employment on the hazard shows the inverse V-shape, which implies that, until a certain age(47 years), the hazard become higher as aging while, since then, it become lower as aging. The level of education has a positive effect on the hazard, implying that more education is related to the higher probability to be employed. The measures of economic performances, annual sales and earnings, are positively related to continuing self-employment while hardship at the start of self-employment measured by several ways has a negative effect. Training before opening business has a positive effect on keeping on self-employment and its effects are different over its providers, significantly positive for public providers while insignificant for private providers. More and further research on self-employment is urgent in the rapidly ageing society. To help workers to be self-employed, more public assistance is necessary for education, training, financing, marketing, management, and human resource management in order to make the olders consider self-employment as a good alternative rather than an inevitable one.

  • PDF

Structural Relationships among Job Embeddedness, Emotional Intelligence, Social Support and Turnover Intention of Nurses (간호사의 직무 배태성, 감성지능, 사회적지지, 이직의도 간의 구조적 관계)

  • Lee, So-Jung;Woo, Hye-Jong
    • Journal of Korean Academy of Nursing Administration
    • /
    • v.21 no.1
    • /
    • pp.32-42
    • /
    • 2015
  • Purpose: This study was done to elicit basic data for effective human resource management by identifying the relationships among job embeddedness, emotional intelligence, social support, and the turnover intention of Nurses. Methods: Research design was to build a hypothetical causal model between variables and to verify its fitness. The sample for this study was 283 nurses with careers of more than 6 months in one hospital of more than 800 beds located in Seoul. They agreed in writing and this study was approved by the Institutional Review Board. Data were analyzed using SPSS 18.0 and AMOS 18.0 program. Results: Differences in general characteristics for the variables were significant for age, marital status, education, work experience, job title, income, and department. Job embeddedness, emotional intelligence and social support were significantly correlated to turnover intention. Job embeddedness to emotional intelligence and social support showed positive effects and a negative effect to turnover intention. Emotional intelligence to turnover intention showed a positive effect, but social support was not significant. Conclusion: Organizations should provide ways to minimize voluntary turnover of a competent workforce and demonstrate their competency. Also it should develop training and management programs to effectively utilize emotional intelligence.

Correlations among Emotional Labor, Servant Leadership, and Communication Competence in Hospital Nurses (간호사가 인지한 서번트 리더십, 의사소통능력과 감정노동의 관계)

  • Park, Na Kyung;Lee, Hyeonkyeong;Lee, Taewha;Park, Jeong Sook
    • Korean Journal of Occupational Health Nursing
    • /
    • v.24 no.2
    • /
    • pp.57-66
    • /
    • 2015
  • Purpose: The purpose of this study was to identify correlations among emotional labor, servant leadership, and communication competence in hospital nurses. Methods: A self-administrated survey was conducted with a convenient sample of 210 nurses, using a structured questionnaire. The data were analyzed by descriptive statistics, t-test, ANOVA, and Pearson's correlation coefficient using SPSS/WIN 20.0 program. Results: The mean emotional labor score was $3.4{\pm}0.60$. There was very strong and negative correlation between emotional labor and servant leadership (r=-.896, p<.001). Communication competence was positively correlated with servant leadership (r=.298, p<.001) and moderately and negatively correlated with both frequency of emotional labor (r=-.166, p=.016) and the degree of attention to emotional expression (r=-.143, p=.039). Conclusion: As a strategy to reduce emotional labor of hospital nurses, the findings suggest training programs for nurses to enhance servant leadership and communication competence.

Relationship Between Corporate Social Responsibility Expenditures and Performance in Jordanian Commercial Banks

  • BANI-KHALED, Sakhr M.;EL-DALABEEH, Abdel Rahman K.;AL-OLIMAT, Nofan H.;AL SHBAIL, Mohannad O.
    • The Journal of Asian Finance, Economics and Business
    • /
    • v.8 no.3
    • /
    • pp.539-549
    • /
    • 2021
  • This study aims to examine the relationship between corporate social responsibility (CSR) expenditures and both financial and non-financial performance of Jordanian commercial banks during the period 2008-2018. To measure the variables of interest, secondary data published on Amman Stock Exchange (ASE) website were processed to become preliminary data suitable for the nature of the study. The study sample amounted to 13 commercial banks, which represent all Jordanian commercial banks listed on ASE.. The study found that there is a positive, statistically significant relationship between CSR expenditures and financial performance, as the study showed that the return on equity (ROE) has a positive and significant relationship with CSR expenditure, while the return on assets (ROA) and Tobin's Q model have a statistically significant negative relationship with CSR expenditure, while the market stock price (MSP) had a positive, but not statistically significant. The study also found that there is a positive, statistically significant relationship between CSR expenditures and non-financial performance, which was represented by total deposits and total training expenditures in Jordanian commercial banks. Accordingly, the study recommends encouraging banks to prepare sustainability reports and CSR reports, which are considered comprehensive, and not only with disclosures within the annual reports.

Dewey Decimal Classification in Print vs. Electronic Dewey : the User Study (듀이십진분류표의 인쇄형과 전자형 비교 및 이용에 관한 연구)

  • 정연경
    • Journal of the Korean Society for information Management
    • /
    • v.13 no.2
    • /
    • pp.97-120
    • /
    • 1996
  • This study reports the results of an exploratory investigation into building number technique applied by a sample of novice students using Electronic Dewey(ED). For control purposes, a second sample used the same classification schedule but in print format. In this experiment, the DDC 20 in print had a higher success rate than ED. While the searches in ED took shorter time than DDC in print, students using DDC 20 in print were able to build more correct numbers than ED. Novice users did not take full advantage of system features of ED. Therefore, it is important to note the overall difficulty with which users could build numbers from the ED after little training. However, it is interesting to note that the students in the CD-ROM group were more interested in building numbers than their colleagues in the Print group. The correlation between the grade of English course and the score in experiment was negative in Print group. And the correlation between GPA and the score in experiment was a little positive. The correlation between the time and the score in experiment was quitenegative.

  • PDF

Psychological Health Problems Among Adolescent Workers and Associated Factors in Istanbul, Turkey

  • Ornek, Ozlem Koseoglu;Esin, Melek Nihal
    • Safety and Health at Work
    • /
    • v.9 no.1
    • /
    • pp.101-108
    • /
    • 2018
  • Background: Work and work environment have a critical influence on adolescent workers' health. They are subjected to more risks than adults. The aim of this study is to examine psychological health outcomes in adolescent workers in the areas of depression, somatization, anxiety, hostility, and negative self-concept, and to investigate any related factors. Methods: This is a descriptive and cross-sectional study. Research samples were collected from adolescent workers between 15 and 18 years old attending a 1-day mandatory education course at vocational training centers, working 5 days per week in small enterprises. Data were collected using the following instruments: Brief Symptom Inventory, Multidimensional Scale of Perceived Social Support, and Descriptive Characteristics of Children's Assessment Form. Results: The investigation covers 837 young workers, of whom 675 were males and 162 were females. The majority of the families had low incomes (68.1%). Overall, 33.5% of the adolescents had been hospitalized because of health problems. Their average weekly working hours were $78.1{\pm}10.7$. Almost 50% of adolescent workers scored above the mean average in the Brief Symptom Inventory, indicating serious pschological health symptoms. Those who scored high for hostility, depression, negative self-concept, anxiety, and somatization were between 45.4% and 48.9% of the sample. Logistic regression analysis was conducted to determine the underlying factors: a perception of "feeling very bad" health conditions was 2.07-fold whereas the rate of "no annual leave" was 0.73-fold, and both were found to be effective on psychological problems. Conclusion: In this study, it seems likely that psychological health problems are the result of multiple adverse factors including working conditions, annual leave, and health considerations.

The Effects of Fairness on Abusive Supervision and Organizational Citizenship Behavior: Focusing on the Mediating Effect of Abusive Supervision (공정성이 비인격적 감독과 조직시민행동에 미치는 영향: 비인격적 감독의 매개효과를 중심으로)

  • Nam, Keong-Suk;Yoo, Young-Jin
    • The Journal of the Korea Contents Association
    • /
    • v.16 no.4
    • /
    • pp.324-334
    • /
    • 2016
  • The purposes of this study were to identify the causal effects of distributive fairness, procedural fairness and interactional fairness on abusive supervision and the causal ones of abusive supervision on organizational citizenship behavior(OCB). Also this study aimed to investigate the mediating effects of abusive supervision on the causal relationships between three fairnesses and organizational citizenship behavior. The sample of this study were customer-contact employees of restaurants among Youngnam province. 376 questionnaires were used for the empirical analyses. According to the research findings, distributive fairness and interactional fairness had negative influences to abusive supervision and abusive supervision had a negative influence to OCB. Another research findings were that abusive supervision had the mediating effects on the causal relationships between two fairnesses(distributive and interactional) and organizational citizenship behavior. Managerial implications of the research findings are that restaurant managers should set up the organizational culture of respecting employees each other and provide training for the level of supervisor to foster the organizational culture. In the field of restaurant industry, training is very important for employees to foster this organizational culture as this industry has the environment of becoming abusive supervisor for the reason of supervisors' being exposed to lots of physical and psychological burden of works.

The prediction of the stock price movement after IPO using machine learning and text analysis based on TF-IDF (증권신고서의 TF-IDF 텍스트 분석과 기계학습을 이용한 공모주의 상장 이후 주가 등락 예측)

  • Yang, Suyeon;Lee, Chaerok;Won, Jonggwan;Hong, Taeho
    • Journal of Intelligence and Information Systems
    • /
    • v.28 no.2
    • /
    • pp.237-262
    • /
    • 2022
  • There has been a growing interest in IPOs (Initial Public Offerings) due to the profitable returns that IPO stocks can offer to investors. However, IPOs can be speculative investments that may involve substantial risk as well because shares tend to be volatile, and the supply of IPO shares is often highly limited. Therefore, it is crucially important that IPO investors are well informed of the issuing firms and the market before deciding whether to invest or not. Unlike institutional investors, individual investors are at a disadvantage since there are few opportunities for individuals to obtain information on the IPOs. In this regard, the purpose of this study is to provide individual investors with the information they may consider when making an IPO investment decision. This study presents a model that uses machine learning and text analysis to predict whether an IPO stock price would move up or down after the first 5 trading days. Our sample includes 691 Korean IPOs from June 2009 to December 2020. The input variables for the prediction are three tone variables created from IPO prospectuses and quantitative variables that are either firm-specific, issue-specific, or market-specific. The three prospectus tone variables indicate the percentage of positive, neutral, and negative sentences in a prospectus, respectively. We considered only the sentences in the Risk Factors section of a prospectus for the tone analysis in this study. All sentences were classified into 'positive', 'neutral', and 'negative' via text analysis using TF-IDF (Term Frequency - Inverse Document Frequency). Measuring the tone of each sentence was conducted by machine learning instead of a lexicon-based approach due to the lack of sentiment dictionaries suitable for Korean text analysis in the context of finance. For this reason, the training set was created by randomly selecting 10% of the sentences from each prospectus, and the sentence classification task on the training set was performed after reading each sentence in person. Then, based on the training set, a Support Vector Machine model was utilized to predict the tone of sentences in the test set. Finally, the machine learning model calculated the percentages of positive, neutral, and negative sentences in each prospectus. To predict the price movement of an IPO stock, four different machine learning techniques were applied: Logistic Regression, Random Forest, Support Vector Machine, and Artificial Neural Network. According to the results, models that use quantitative variables using technical analysis and prospectus tone variables together show higher accuracy than models that use only quantitative variables. More specifically, the prediction accuracy was improved by 1.45% points in the Random Forest model, 4.34% points in the Artificial Neural Network model, and 5.07% points in the Support Vector Machine model. After testing the performance of these machine learning techniques, the Artificial Neural Network model using both quantitative variables and prospectus tone variables was the model with the highest prediction accuracy rate, which was 61.59%. The results indicate that the tone of a prospectus is a significant factor in predicting the price movement of an IPO stock. In addition, the McNemar test was used to verify the statistically significant difference between the models. The model using only quantitative variables and the model using both the quantitative variables and the prospectus tone variables were compared, and it was confirmed that the predictive performance improved significantly at a 1% significance level.

Analysis of Informatics-1 textbook based on Informatics Curriculum for Middle School Revised in 2007 (2007 개정 중학교 정보 교육과정에 기초한 정보1 교과서의 분석)

  • Kang, Oh-Han;Song, Hee-Heon
    • The Journal of Korean Association of Computer Education
    • /
    • v.13 no.3
    • /
    • pp.35-45
    • /
    • 2010
  • In this thesis, newly distributed informatics-1 textbook is analyzed according to the curriculum for middle school revised in 2007 and, as a result, a questionnaire is conducted to find solutions for early adoption of informatics-1 textbooks. The sample of this survey was limited to Kyungi province-based middle school teachers on Informatics-1. Items of the survey were chosen to explore the degree of satisfaction of teachers on the informatics-1 textbook and to discover contents requiring further necessary revision. Out of seven items concerning the satisfaction of the textbook, the item with the most positive responses was 'the consistency with the curriculum' with 95%. Also, the item with the most negative responses was 'the adequacy of contents and their organization' with 13%. In conclusion, we, based on the results from the questionnaire, proposed the introduction of various lecture materials and the training of teachers to learn new teaching methods.

  • PDF