• Knowledge Management Research
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• v.25 no.2
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• pp.19-47
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• 2024

Organizational ability to analyze and utilize data plays an important role in knowledge management and decision-making. This study aims to investigate the potential application of large language models in corporate data analysis. Focusing on the field of human resources, the research examines the data analysis capabilities of these models. Using the widely studied IBM HR dataset, the study reproduces machine learning-based employee turnover prediction analyses from previous research through ChatGPT and compares its predictive performance. Unlike past research methods that required advanced programming skills, ChatGPT-based machine learning data analysis, conducted through the analyst's natural language requests, offers the advantages of being much easier and faster. Moreover, its prediction accuracy was found to be competitive compared to previous studies. This suggests that large language models could serve as effective and practical alternatives in the field of corporate data analysis, which has traditionally demanded advanced programming capabilities. Furthermore, this approach is expected to contribute to the popularization of data analysis and the spread of data-driven decision-making (DDDM). The prompts used during the data analysis process and the program code generated by ChatGPT are also included in the appendix for verification, providing a foundation for future data analysis research using large language models.

• The Korean Journal of Food And Nutrition
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• v.19 no.4
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• pp.366-373
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• 2006

Employee turnover and job satisfaction are the main concerns of Foodservice indusryy because of a high dependence on human resources. This study was carried out to find out the differences of job satisfaction of employees in Foodservice industry and identify the effects of job satisfaction on turnover intention by major at the college or university. In comparison of job satisfaction of employees by 3 groups of food-related majored, tourism-business majored, and other majored, there were no significant differences among groups. But in the correlation between overall and 6 factors of job satisfaction, there were all significant correlations in food-related majored and tourism-business majored employees. Employees in Foodservice industry were satisfied by different demographic characteristics according to what they majored at college. Statistically significant variables that affect to the job satisfaction were gender, employment status, length of employment, monthly income, working hour per week in the food-related majored employees and employment status in the tourism-business majored employees. Finally, among job satisfaction factors, intention to quit was negatively affected by supervision in food-related majored and tourism-business majored employees, but positively affected by job environment only in tourism-business majored employees.

• Journal of Labour Economics
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• v.42 no.3
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• pp.75-98
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• 2019

This paper examines the impact of on-the-job training (OJT) programs on turnover rates and employment status in the labor market. Exploiting the administrative data (the Employment Insurance Database), we apply the propensity score matching method to investigate 1) whether OJT participation increases the probability of remaining in the labor market after the job training, and 2) whether trainees are more likely to transition to a new employer. Our findings reveal positive effects of OJT on the continuous employment (2.4~5.3%p). We also observe that trainees show lower rates of turnover for some part of the study period, from 2008 to 2015.

• The Journal of Asian Finance, Economics and Business
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• v.8 no.2
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• pp.571-582
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• 2021

Employers and employees are seriously suffering from perceived organizational politics exhibited in the workplace, and they are searching for remedial ways. The current study was carried out to measure the (i) effects of the employees' perceived organizational politics on their behavioral outcomes, and (b) the remedial role of employees' social astuteness in the relationship of their perceived organizational politics to behavioral outcomes (i.e., work engagement and turnover intention). Seven hundred and twenty-five employees working in Nepalese A graded banks were surveyed to collect the perceptual cross-sectional data. The data were quantitatively analyzed, adopting the deducting reasoning approach. Regression analysis revealed that (i) perceived organizational politics negatively impacted on work engagement and positively impacted on turnover intention, (ii) social astuteness moderated the relationship between perceived organizational politics and employees' behavioral outcome. Moreover, perceived organizational politics' detrimental impact was less severe for employees who possess high social astuteness as compared to those who have less social astuteness. The remedial effect of social astuteness was measured more useful for high organizational politics perceiver than for low perceiver. A number of theoretical and practical implications are suggested to improve the employees' behavioral outcomes from the detrimental impact of perceived corporate politics.

• Journal of Korea Society of Digital Industry and Information Management
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• v.11 no.2
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• pp.167-179
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• 2015

Recently the small and medium sized companies are more difficult to find people than large companies. So it is natural that having a great interest in leadership and its effects in organizations. This study examines how transformational leaders influence on empowerment, self-efficacy and job satisfaction in IT company. Investigating the effect between transformational leadership and job satisfaction in IT company may also be a tip of an understanding of how to manage employee turnover. Samples of 387 employees in IT companies were analyzed by structural equation modeling using Lisrel 8.7 and it showed acceptable data-fit of proposed model and supported all of research hypotheses. The empirical results indicated that transformational leadership significantly influences empowerment, self-efficacy and job satisfaction and also it confirmed that empowerment and self-efficacy are effective mediators linking job satisfaction. That is the findings reveal that transformational leaders boost employee's job satisfaction indirectly.

• The Journal of Asian Finance, Economics and Business
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• v.8 no.12
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• pp.541-551
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• 2021

One of the most important aspects of any firm is to motivate its employees to go the extra mile. In order to do work properly, people must be motivated. The total effectiveness and efficiency of workers, as well as a company's performance, is directly related to the degree of motivation of those who work there. On the other hand, demotivated personnel do not put much effort and, when they get a better opportunity, leave their places of employment. For Survey, this study used online Google forms to collect data from September 2021 to October 2021. The target demographic for the research was those who worked for Lebanon's private businesses. The poll was conducted in English, the second language of Lebanon. Furthermore, 179 workers (N = 179) were utilized for this research. The research suggests that fun events and support for fun managers enable workers to connect informally and help people know each other better, creating an environment that promotes friendship building. Based on these connected reasons, fun activities and the support of managers for fun are considerably linked to turnover.

• Culinary science and hospitality research
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• v.16 no.4
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• pp.206-219
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• 2010

The purpose of this study is to manage job stress of foodservice employees effectively by analyzing their job stressors and relationship of job satisfaction and turnover intention. It also analyzed the effects of social support and coping strategies on job stressors. The data for the study were collected through conducting a survey to the employees who work at hotel foodservice departments and buffet restaurants in Busan area. Major suggestions and significances of this study can be outlined as follows: First, it was found that 6 job related stressors(work environment, personal relation, role, task characteristics, career development, individual character). Second, it was revealed that personal relation and career development factors have an effect on employees' job satisfaction and turnover intention. Third, it was illustrated that social support and coping strategies have a moderating effect of job stressors between job satisfaction and turnover intention.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.15 no.5
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• pp.2962-2970
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• 2014

This study was conducted to investigate of gender-role identity, gender stereotype, job satisfaction and turnover intention in male nurses. The data were obtained from 86 male nurses with from August to December 2012.The data were analyzed by SPSS/WIN 18.0 program. The results showed that gender-role identity types were androgyny(33.7%), Undifferentiated(30.2%), feminity(19.8%) and masculinity(16.3%). Androgyny style was appeared that higher job satisfaction(${\chi}^2$=12.80 p= .005) than other. There were statistically significant correlation between gender stereotype and turnover intention(r=.22, p=.044), job satisfaction and intention(r=-.36, p<.001). It is needed to improve their job satisfaction about that low gender-role identity type of male nurses and reduce employee turnover in the field of nursing.

• The Journal of the Korea Contents Association
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• v.19 no.8
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• pp.453-464
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• 2019

This study was to draw some managerial implications by examining the role of content career plateau, an individual's perception that one's own career is stagnated, in the relationship between the members' perception on HR practices and organizational commitment/turnover intention. The result showed that the perception on education/training practices has positive influence on organizational commitment, and a negative effect on turnover intention and career plateau. However, the perception on evaluation/compensation was shown to have no direct impact either on organizational commitment or on turnover intention. In addition, career plateau served as a partial mediator only between the perception on education/training practices and the attitudinal variables. Based on the results, some managerial/practical implications and suggestions for future research on career plateau are discussed.

• Journal of vocational education research
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• v.35 no.6
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• pp.1-19
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• 2016

This study is to analyze the effect of job relatedness of content in learning, job stress and organization communication on turnover intention and to examine whether the job satisfaction has a mediating effect by using HCCP 2013 panel data. The data was analyzed through Windows SPSS 23.0 program. Major findings of the study were as follows. First, It has significant result that job relatedness of content in learning, job stress and organization communication affects turnover intention. Second, job satisfaction mediates between job relatedness of content in learning and turnover intention. The job relatedness of content in learning level is higher, the turnover intention will be lower through mediating job satisfaction. Third, job satisfaction is also significant effect between job stress and turnover intention. Although the job stress gets higher, the turnover intention can be lower because of job satisfaction. Finally, the relationship between organization communication and turnover intention is mediated by job satisfaction. Therefore, the company should prepare employee's turnover intention to control through this study.