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1 Research topic analysis of the European Sport Management Quarterly: Topic modeling with Latent Dirichlet Allocation(LDA)
Mihwa Choi ; Hyungil Kwon ; Juhae Baeck ; Do Young Pyun Vol.30, No.4, pp.775-788 https://doi.org/10.24985/kjss.2019.30.4.775
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Abstract

Purpose The purpose of this study was to analyze the research topics of the articles which were published through European Sport Management Quarterly(ESMQ) from 2009 to 2018. The prior topic analysis studies of the ESMQ classified topics based on the key words using NASPE-NASSM SMPS categories. Therefore they couldn't fully reflect the content of the articles. Methods The topic modeling of the current study was conducted with the Latent Dirichlet Allocation(LDA) which generates topics based on the word usage in the article. A total of 265 articles were converted from 'pdf' format to 'txt' ANSI format for topic modeling analysis. The whole topic modeling process was done using R program and the model was set to generate 10 topics from the article. Results The 3 sport management experts were hired to label the name of the topics and the name of the topics are as follow : (1) Impact of mega sport event, (2) Cause-related marketing, (3) Factors affecting the results of the competition, (4) Managing sport organization, (5) European sport leagues, (6) Strategic management, (7) Sport economics, (8) Sport in communities, (9) Sport consumers, (10) Elite sports. It is not quite possible to compare the results of the current topic modeling results with the previous ones because of the methodological differences. However, even though the standards are different, Sport marketing topic showed the largest growth among the 10 topics extracted. Conclusions This study used the LDA probabilistic algorithm to analyze research topics, which made the analyses more objective and wholistic. However, the insights of the researchers were still needed to interpret and labeling the topics.

2 The effects of burnout caused by teaching practicum on the intention to change teaching career path among PE major students: Moderating effect of active motivation based on affect infusion model
Young Ro Jeong ; Hyungil Harry Kwon ; Juhae Baeck Vol.30, No.4, pp.828-840 https://doi.org/10.24985/kjss.2019.30.4.828
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Abstract

Purpose This study has four objectives. First, the study attempted to see if trainee teachers in PE experienced a higher level of burnout as their experience as trainee teacher accumulated. Second, the current study explored whether female trainee teachers experienced a higher level of burnout than their male counterpart. Third, the study examined whether self-efficacy of trainee teachers had a significant causal relationship on the level of burnout. Forth, the study looked into the possible moderating effect of motivation in the relationship between burnout and intention to change their career path. Methods The data for the study were collected from 112 trainee PE teachers of middle and high schools in Seoul and its vicinity. The data were analyzed with the SPSS statistical package. Results First, the trainee teachers’ level of burnout increased between 2nd week and 4th week and the increase was statistically significant except in the sub-dimension of depersonalization. Second, female trainee teachers showed a higher level of emotional exhaustion than their male counterpart. However, male trainee teachers showed a higher level of diminished personal accomplishment than their female counterpart. Depersonalization did not show any statistical mean difference between male and female groups. Among the four teacher self-efficacy sub-dimensions, only teaching competence showed statistically significant negative influence on emotional exhaustion. Lastly, trainee teachers’ level of motivation worked as a significant moderator in the relationship between emotional exhaustion and intention to change their career path.


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