빅데이터를 활용한 홈트레이닝 인식 분석 : COVID-19 확산시점을 중심으로

권재윤(Kwon, Jae-Yoon),조일형(Jo, ll-Hyung),최경근(Choi, Kyong-Keun) 한국체육과학회 2021 한국체육과학회지 Vol.30 No.2

The purpose of this study was to examine the awareness of home training focusing on the spread of COVID-19 to use big data techniques based on big data. As a keyword for data search, ‘COVID-19 home training’ was searched as a keyword, and the top 30 keyword were analyzed to compensate for the limitations of network simplification and network visualization centering on important nodes in entire network. The data analysis period was conducted from April 4 to October 4, 2020 because of the point of spread of COVID-19, and the semantic connection network and N-gram network analysis were conducted in stages. The main analysis results of the study were as follows. First, looking at the top 10 words extracted based on the keyword of COVID-19 home training, home training (2,791), Corona19 (2,036), exercise (1,101), living only at home (1045), non-face-to-face exercise (567), visited PT (440), health promotion (409), health (402), application (397), recommended for one day (395). Second, as a result of conducting N-gram network craft, Corona19/home training (523), home training/overcoming (288), home training/Corona19 (244), Corona19/non-face-to-face exercise (201), home training/diet (195), social/injury (192), senior/home training(189), diet/elderly(189), home training/trainer(166), smart home training home training(163). At the time of the spread of Corona19, we were able to explore how home training was perceived.

펜데믹 이후의 홈트레이닝 발전추세 탐색 : 빅데이터 분석의 활용

두송지엔(Du, Song-Jian),이성노(Lee, Seong-No) 한국체육과학회 2023 한국체육과학회지 Vol.32 No.3

The purpose of this study was to propose the development trends of home training by using big data analysis, which has undergone market changes due to the post-pandemic. For this purpose, the social metrics program Textom and network analysis tool Ucinet were utilized, with the keyword ‘home training’ being used. Text mining, TF-IDF, degree centrality, N-gram, and semantic network analysis were conducted. The data analysis period was selected from September 26, 2022 to March 31, 2023. Analysis of word frequency, TF-IDF, degree centrality, and N-gram revealed that public interest in home training due to COVID-19 remains consistently high, and people recognize home training as a new exercise culture that raises interest in health. Semantic network analysis showed four groups, including ‘smart home training,’ ‘home training methods,’ ‘home training trends,’ and ‘home training market.’ The development of home training has also led to the marketing of home gyms and various fitness equipment. As the world emerges from isolation due to the post-pandemic, manufacturers of industries related to home training need to adjust by improving equipment quality and lowering prices to instill confidence in consumers that home training is a better choice than location-based gyms. Service industries related to home training should also provide safer and more convenient services by raising service standards that are closely linked with training content. Therefore, the analyzed results are used to provide practical data and propose strategies to promote the development of the home training market at a theoretical level.

웰니스와 스트레스의 관계에서 홈트레이닝의 매개효과

서수연 ( Su-yeon Seo ) 한국미용학회 2021 한국미용학회지 Vol.27 No.6

The purpose of this study was to analyze the mediated effects of home training between wellness and stress in three areas. Recently, the number of people who do home training has increased rapidly due to lack of outdoor activities in the aftermath of COVID-19. Thus, in this study, we understand the effect of three types of wellness on home training and stress and conducted an analysis focusing on the mediated effects of home training between wellness and stress. In order to obtain the above results, this study surveyed a total of 389 students and officials related to physical education at S University from July 5 to July 23, 2021. First, among the three types of wellness, physical and emotional wellness have a positive effect on home training, but social wellness has no significant effect on home training. Second, all three types of wellness have been shown to have a positive effect on stress. Third, home training has been shown to serve as a partial mediator between the other two types (physical wellness, emotional wellness) and stress, excluding social wellness. The implications of this study are to determine the role of the mediated effects of home training in the relationship between wellness and stress. Through this, it was found that higher physical and emotional wellness has a positive effect on trying home training, and more home training has a positive effect on stress. It also found that social wellness has a positive effect on stress, but not on trying to train flaws.

혼자 집에서 운동하는 사람들: 홈트레이닝 참여동기 및 운동열정에 따른 유형별 특성 및 지속의도

황인정,천혜정 여가문화학회 2022 여가학연구 Vol.20 No.3

The purpose of this study is to categorize people who exercise at home alone based on their motivation and exercise passion, analyze differences among the classified groups, and investigate the factors affecting the intention to continue home training for each group. In order to do the research, a questionnaire survey was conducted for adults in their 20s to 50s who exercise home training. A total of 685 questionnaires were used for analysis. Key findings of the study were (a) there were 3 distinct groups according to motivation of home training and exercise passion. These 3 groups were named as situational enjoyment/dependence, active enjoyment/dependence, and voluntary obligation. (b) there were significant differences in demographics, home training, home training experience, and home training satisfaction among 3 groups. (c) convenience and free motivation, home training experience, and physical satisfaction were found to affect the intention to continue home training, but subtle differences were found among 3 groups. 본 연구의 목적은 혼자 집에서 운동하는 사람들의 홈트레이닝 참여동기 및 운동열정에 따라 집단을 유형화한 후 집단별 특성을 파악하고 집단별 홈트레이닝 지속의도에 영향을 미치는 요인을 실증적으로 분석하는 것이다. 이를 위해 홈트레이닝을 하는 20대 이상 성인남녀를 대상으로 설문조사를 실시했으며 총 685부의 자료를 분석에 활용했다. 주요 연구결과는 다음과 같다. 첫째, 홈트레이닝 참여동기 및 운동열정에 따라 홈트레이닝에 참여하는 사람들을 유형화한 결과 3개의 집단으로 분류되었다. 구체적으로 이 세 집단은 동기수준은 낮지만 조화열정 및 강박열정이 동시에 높은 편에 속하는‘상황적 향유의존형’, 동기수준이 모두 높고 조화 및 강박열정도 가장 높은 ‘적극적 향유의존형’, 그리고 동기수준은 높지만 무열정 수준이 높은 ‘자발적 의무형’이다. 둘째, 집단간 인구통계학적 특성, 홈트레이닝 관련 특성, 홈트레이닝 경험 및 만족도의 차이를 살펴본 결과 모든 특성에서 집단간 유의미한 차이가 나타났다. 마지막으로 집단별 홈트레이닝 지속의도에 영향을 미치는 요인을 살펴본 결과 편의 및 자유동기, 홈트레이닝 경험 및 신체적 만족이 지속의도에 영향을 미치는 것으로 나타났으나 집단별 미묘한 차이가 나타났다. 이러한 결과를 바탕으로 홈트레이닝에 참여하는 다양한 집단의 특성과 홈트레이닝 현상의 의미를 다각적으로 논의하였다.

초임기 가정과 교사 직무연수 프로그램 개발에 대한 요구 분석- 1급 정교사 가정 자격연수 대상자 중심으로 -

이현정 한국가정과교육학회 2018 한국가정과교육학회지 Vol.30 No.1

Teachers are not completed by appointment, but gradually made through self-development and training for a long time. In order to improve a sense of responsibility of home economics teachers, and also to suggest the purpose and direction of program through job training, the needs of training subjects should be preferentially understood. Thus, this study aims to provide basic data for establishing the developmental operation measures of training for home economics teachers, by researching the needs for training performed after the qualification training for first-grade teachers, targeting the teachers participating in the qualification training program for first-grade teachers of home economics in 2017. About the half of the research subjects received the home economics training one time or less for last three years. Through the training for first-grade teachers, the technical improvement of lesson instruction was demanded the most. As professional qualifications that should be cultivated through training, the ability to develop teaching methods and teaching/learning materials was the highest. Regarding the theme of training, the development of teaching/learning materials for home economics was desired the most. They wanted the training method including direct participation with high utilization for lesson, sublation of competition-centered evaluation, preference of instructors with field experience, continuous opportunity of home economics training, and communicative training. Regarding the needs for the 2015 revised curriculum, the demand for the training of 'human development and family' area was the highest. Therefore, in order to improve the professionalism of teachers through home economics training, it would be necessary to improve the educational environment such as temporal room for training and administrative support, and also to provide diverse types of training like group training, remote training, and smartphone app training suitable for changes in the generation of teachers. Also, on top of forming communities of home economics teachers, and sharing great contents of training, there should be individually-customized training for practice and sharing lesson cases 교사는 임용이 되었다고 완성된 것이 아니며, 오랜 시간 자기 계발과 연수를 통해서 점진적으로 만들어지는 것이다. 직무연수를 통해 가정교사의 책임감을 향상시키고, 프로그램의 목적과 방향을 제시하기 위해서는 연수 대상자의 요구가 우선적으로 파악되어야 한다. 이에, 본 연구는 2017년 가정과 1정 정교사 자격연수 프로그램 참여교사들을 대상으로 1정 정교사 자격연수 이후에 이루어질 직무연수에 대한 요구 사항을 조사하여 가정과 교사의 직무연수의 발전적인 운영 방안을 수립하는 기초 자료를 제공하고자 한다. 조사 대상자의 절반 정도는 최근 3년 동안 가정과 직무연수를 1회 이하 받은 것으로 나타났다. 1급 정교사 자격연수의 추후 직무연수를 통해 수업 지도의 기술 향상을 가장 높게 요구하였으며, 직무연수를 통해 함양할 전문적 자질로는 교수방법 및 교수학습 자료 개발 능력이 가장 높았다. 직무연수의 주제는 가정과 교수학습의 자료 개발을 가장 원하였고, 수업에 활용도가 높으며, 직접 참여하는 형태의 연수 수업 방법, 줄 세우기 식의 평가 지양, 현장감 있는 강사 선호, 지속적인 가정과 직무연수의 기회, 소통하는 연수를 바라는 것으로 나타났다. 2015 개정 교육과정의 내용에 대한 요구는 ‘인간발달과 가족’영역의 연수 요구가 가장 높은 것으로 나타났다. 가정과 직무연수를 통해 교사의 전문성이 향상되기 위해서는, 연수를 받을 수 있는 시간적 여유와 행정적인 지원 등 교육 환경이 개선되어야 하고, 교사의 세대 변화에 맞춰 집합연수, 원격연수 뿐만 아니라 스마트폰 앱을 활용하여 연수를 제공받을 수 있도록 해야 한다. 또한, 가정과 교사들의 커뮤니티를 형성하고, 좋은 내용의 직무연수를 공유하며, 실습, 수업 사례 나눔, 교사 개개인의 맞춤형 연수가 제공되어야 한다.

코로나19 펜데믹 전후로 홈트레이닝 트렌드는 어떻게 변화했는가?

권재윤,남상백 한국사회체육학회 2022 한국사회체육학회지 Vol.- No.90

Purpose: The purpose of this study is to examine changes in keywords related to ‘home training’ before and after the COVID-19 pandemic using big data analysis methods and to analyze trend changes in detail. Method: As the keyword for data search, keyword results for home training in 2018-2019 and 2019-2020, and the top 30 keywords were analyzed to compensate for the limitations of network simplification and network visualization centering on important nodes in the entire network. The UcINet 6 & NetDraw analysis and word cloud visualization were conducted in stages. Results: First, as a result of analyzing the top 10 keywords related to home training in the past 2 years from 2018 to 2019, home training, exercise, diet, stretching, body care, YouTube, exercise method, yoga mat, women, and dumbbells were found in that order. Second, as a result of analyzing the top 10 keywords related to home training in the last 2 years from 2019 to 2020, home training, Corona 19, exercise, non-face-to-face, VOD, pandemic, application, smart home, social distancing, and smart home were in that order. Conclusion: It has confirmed that the trend of home training before and after Corona 19 is changing, and as the origin of the COVID-19 pandemic is over, home training is starting to become a full-fledged fashion, establishing itself as a new exercise trend.

홈트레이닝(home training) 참여자들의 자기결정성이 운동만족과 재이용에 미치는 영향 (경찰관련학과 재학생 대상)

김상화(Sang-Hwa Kim) 한국컴퓨터정보학회 2022 韓國컴퓨터情報學會論文誌 Vol.27 No.4

본 논문에서는 홈트레이닝에 참여하여 체력을 단련하고 있는 경찰관련학과 학생들의 자기결정성과 홈트레이닝 만족도와 재이용과의 관계를 알아보고자 하였다. 이를 위해 부산, 경남지역 D, S, K대학교 경찰행정학과, 경찰무도학과 재학생중 홈트레이닝에 참여한 경험이 있는 학생 349명을 대상으로 조사하였다. SPSSWIN VER 25+, AMOS 20.0 프로그램을 이용하여 자기결정성, 운동만족, 재이용 요인간의 관계를 검증한 결과, 첫째, 홈트레이닝 참여자의 자기결정성 하위요인인 자율성, 유능감, 관계성은 홈트레이닝 만족도에 긍정적인 영향을 미쳤다. 둘째, 홈트레이닝 참여자의 운동만족은 홈트레이닝 재이용에 긍정적인 영향을 미쳤다. In this paper, we propose the relationship between self-determination, home training satisfaction, and reuse of police-related students who participate in home training and train their physical strength. The subjects of this study were students enrolled in the Department of Police Administration and Police Martial Arts at D, S, and K universities in Busan and Gyeongnam area. Among them, 349 students who had participated in home training were surveyed. As a result of verifying the relationship between self-determination, exercise satisfaction, and reuse factors using the collected data, SPSSWIN VER 25+, AMOS 20.0 program, First, autonomy, competence, and relationship, which are sub-factors of self-determination of home training participants, had a positive effect on home training satisfaction. Second, exercise satisfaction of home training participants had a positive effect on home training reuse. Based on the research results,It is essential to identify and manage what home training participants demand. It is believed that this can be a positive process for the development of home training.

빅데이터를 활용한 코로나19 시기의 홈트레이닝 발전경향 분석

두송지엔,이성노 한국사회체육학회 2022 한국사회체육학회지 Vol.- No.90

Purpose: This study analyzes big data to suggest the development tendency and marketing strategies of home training, which is growing rapidly due to the COVID-19 that started in 2020. Method: To this end, text-mining, tf-idf, connection degree centralyit and semantic network analysis were conducted by using textom, a social matrix program, and Ucinet for network analysis. The data analysis period was selected for six quarters from January 1, 2020 to June 30, 2021. Results: The main analysis results of the study were as follows. First, home training’s word frequency, tfidf, and connection degree centrality analysis quarterly showed that exercise, home training, home workout, and diet words were always in the top 10, but the bottomi xs words in the six quarters showed di-f ferent tendencies. This shows that the perception of home training varies by quarter during the COVID-19 period. Second, as a result of quarterly home training semanti cnetwork analysis, the word composition of both the home training and home training trend groups were diferent. This shows that home training showed different development trends for each quarter during the COVID-19 period. Conclusion: Therefore, the purpose is to provide practical data based onth e analyzed results, and to present a strategy to promote the development of the home training market at the theoretical level.

팬데믹 상황 속 MZ세대가 인식한 홈트레이닝(Home-Training) 콘텐츠 특성, 태도 및 참여의도의 구조적 관계

정진호(Jeong, Jin-Ho),전정우(Jeon, Jeong-Woo) 한국체육과학회 2023 한국체육과학회지 Vol.32 No.3

The purpose of this study is to investigate the structural relationships between the characteristics and attitudes of home training content perceived by MZ generation during the pandemic situation, and their actual intention to participate in fitness activities. To achieve the research objectives, a population of MZ generation individuals who watched home training content after the outbreak of COVID-19 was selected, and data was collected from a convenience sample of 308 participants. The collected data was analyzed using SPSS 25.0 and AMOS 27.0, and the hypothesis testing results based on the analysis are as follows. First, it was found that the characteristics of home training content perceived by MZ viewers have a significant impact on attitudes. Second, it was found that the characteristics of home training content perceived by MZ viewers have a significant impact on participation intention. Third, attitudes toward home training significantly influence participation intention. These results suggest that the characteristics of home-training content are important variables in increasing the attitude and actual participation intentions of the MZ generation. In developing home-training content, there is a need to recognize and improve its entertainment value, informativeness, reliability, creativity, and interactivity. Additionally, the finding that home-training content is linked to actual fitness participation provides practical implications for fitness professionals in terms of attracting and retaining customers.

텍스트마이닝 기법을 활용한 홈트레이닝에 대한 인식 변화: 코로나바이러스감염증-19 팬데믹 이전과 이후 비교

이명철,이장섭,한동일,한경훈 한국보건정보통계학회 2023 보건정보통계학회지 Vol.48 No.1

Objectives: The purpose is to study how the perception of home training has changed through data comparison before and after the COVID-19 pandemic, to find out the changes in people’s perception of home training, which has become a new sports culture, to provide basic data and to suggest directions on how research using big data can be used in the sports field. Methods: In order to compare before and after the COVID-19 pandemic, text mining analysis was conducted by setting keywords as home training in Naver and Daum by setting from February 1, 2020 to November 30, 2020, when the first COVID-19 confirmed patient in Korea came out, and from February 1, 2019, to November 30, 2019. Results: As a result of CONCOR analysis between words related to home training, a total of 16 clusters were formed, eight each, including smart home training, YouTube, and health programs before COVID-19, and eight each, including smart home training, YouTube, and home training exercise equipment and types. Conclusions: This study can be used as a tool to understand the market status, trends, and directions of interest by grasping the public’s perception and status of home training.