• Title/Summary/Keyword: changes due to COVID-19

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Using Data Mining Techniques for Analysis of the Impacts of COVID-19 Pandemic on the Domestic Stock Prices: Focusing on Healthcare Industry (데이터 마이닝 기법을 통한 COVID-19 팬데믹의 국내 주가 영향 분석: 헬스케어산업을 중심으로)

  • Kim, Deok Hyun;Yoo, Dong Hee;Jeong, Dae Yul
    • The Journal of Information Systems
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    • v.30 no.3
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    • pp.21-45
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    • 2021
  • Purpose This paper analyzed the impacts of domestic stock market by a global pandemic such as COVID-19. We investigated how the overall pattern of the stock market changed due to the impact of the COVID-19 pandemic. In particular, we analyzed in depth the pattern of stock price, as well, tried to find what factors affect on stock market index(KOSPI) in the healthcare industry due to the COVID-19 pandemic. Design/methodology/approach We built a data warehouse from the databases in various industrial and economic fields to analyze the changes in the KOSPI due to COVID-19, particularly, the changes in the healthcare industry centered on bio-medicine. We collected daily stock price data of the KOSPI centered on the KOSPI-200 about two years before and one year after the outbreak of COVID-19. In addition, we also collected various news related to COVID-19 from the stock market by applying text mining techniques. We designed four experimental data sets to develop decision tree-based prediction models. Findings All prediction models from the four data sets showed the significant predictive power with explainable decision tree models. In addition, we derived significant 10 to 14 decision rules for each prediction model. The experimental results showed that the decision rules were enough to explain the domestic healthcare stock market patterns for before and after COVID-19.

A Qualitative Study on the Stress of Undergraduate due to COVID-19 (코로나19에 의한 대학생들의 스트레스에 대한 질적 연구)

  • Kim, Gab-Soon;Park, Yoon-Joe
    • The Journal of the Korea Contents Association
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    • v.21 no.9
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    • pp.644-651
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    • 2021
  • This study used a qualitative research method to derive meaning through intensive interviews on stress, focusing on the subjective perceptions and experiences of college students about COVID-19. The study participants were 12 college students enrolled at University Y in Gyeonggi-do, and the questionnaires were 'How has your daily life changed due to COVID-19?' and 'What changes have you made in your environment due to COVID-19?', 'What kind of comfort/inconvenience did you experience due to COVID-19?'As a result of analyzing the stress experienced by university students due to COVID-19, the stress factors were found to be four types: concerns about academic quality, anxiety about disconnection from social relationships, burden due to decrease in jobs (part-time jobs), and health and safety anxiety. The results of this study, it seems that the university's efforts to optimize online classes, seeking social relationships through non-face-to-face, preparing policies for job creation for college students, and health management measures due to COVID-19 should be discussed.

Comparative Analysis of COVID-19 Outbreak and Changes in Neurosurgical Emergency Patients

  • Lee, Min Ho;Jang, Seu-Ryang;Lee, Tae-Kyu
    • Journal of Korean Neurosurgical Society
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    • v.65 no.1
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    • pp.130-137
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    • 2022
  • Objective : COVID-19 has spread worldwide since the first case was reported in Wuhan, China, in December 2019. Our institution is a regional trauma and emergency center in the northern Gyeonggi Province. The changing trend of patient care in the emergency room of this hospital likely reflects the overall trend of patients in the area. In the present study, whether changes in the surrounding social environment following the outbreak of COVID-19 changed the incidence of neurosurgical emergency patients and whether differences in practice existed were investigated. Methods : The overall trend was analyzed from January 2020 which is before the outbreak of COVID-19 to September 2020. To remove bias due to seasonal variation, the previous 2 year's records during the same period were reviewed and compared. Confirmed COVID-19 patients in the northern Gyeonggi Province were identified using data released by the government. And patients who came to the emergency department with head trauma and stroke were identified. Results : Based on the present study results, the total number of neurosurgery emergency patients decreased over the study period. In the trauma patient group, the number of patients not involved in traffic accidents significantly decreased compared with patients involved in traffic accidents. Among the stroke cases, the rate of ischemic stroke was lower than hemorrhagic stroke, although a statistically significant difference was not observed. Meanwhile, an increase in the risk of mortality associated with trauma or stroke cases was not observed during the COVID-19 outbreak compared with the same time period in the previous year. Conclusion : Due to the occurrence of COVID-19, non-essential activities have decreased and trauma cases not associated with traffic accidents appeared to decrease. Due to the decrease in overall activity, the number of stroke patients has also decreased. This trend is expected to continue even in the post-COVID-19 era, and accordingly, the results from the present study are relevant especially if the current situation continues.

Post-Coronavirus Disease 2019 (코로나19 이후 시대)

  • Park, Eun-Cheol
    • Health Policy and Management
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    • v.30 no.2
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    • pp.139-141
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    • 2020
  • Coronavirus disease 2019 (COVID-19) is currently in progress. Although it is difficult to predict the end of currently increasing COVID-19, it is expected to last for a long time. The COVID-19 is making a lot of changes. Due to physical distancing and living distancing, non-contacts such as wearing facial masks, online lectures, online medical services, telecommuting, and telemarketing are becoming common. In the era of post-COVID-19, online and offline will coexist. Many countries following China's lockdown strategy, which is agreed with the World Health Organization, should be changed to Taiwan's facial mask strategy for reducing the economic problems. The prolonging COVID-19 will add to the economic difficulties, and the US-China confrontation will be difficult to rebound the global economy. COVID-19, such as plaque, smallpox, and Spanish influenza, will be a historical momentum. How to respond to the crisis of COVID-19 and post-COVID-19 will determine the future of the world and Korea.

A study on changes in the food service industry about keyword before and after COVID-19 using big data

  • Jung, Sukjoon
    • International Journal of Internet, Broadcasting and Communication
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    • v.14 no.3
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    • pp.85-90
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    • 2022
  • In this study, keywords from representative online portal sites such as NAVER, Google, and Youtube were collected based on text mining analysis technique using TEXTOM to check the changes in the restaurant industry before and after COVID-19. The collection keywords were selected as dining out, food service industry, and dining out culture. For the collected data, the top 30 words were derived, respectively, through the refinement process. In addition, comparative analysis was conducted by defining data from 2018 to 2019 before COVID-19, and from 2020 to 2021 after COVID-19. As a result, 8272 keywords before COVID-19 and 9654 keywords after COVID-19, a total of 17926 keywords, were derived. In order for the food service industry to develop after the COVID-19 pandemic, it is necessary to commercialize the recipes of restaurants to revitalize the distribution of home-use food products that replace home-cooked meals such as meal kits. Due to the social distancing caused by COVID-19, the dining out culture has changed and the trend has changed, and it has been confirmed that the consumption culture has changed to eating and delivering at home more safely than visiting restaurants. In addition, it has been confirmed that the consumption culture of existing consumers is changing to a trend of cooking at home rather than visiting restaurants.

Factors Associated with Depression by Household Type among the Elderly in the Community

  • Eunsook Lee;Heesun Kang
    • International Journal of Advanced Culture Technology
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    • v.11 no.3
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    • pp.122-130
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    • 2023
  • This study aimed to identify factors associated with depression by household type among the elderly in the community during the COVID-19 pandemic. The subjects were 72,812 elderly aged 65 and over who participated in the 2020 Community Health Survey. Multivariate logistic regression with complex samples was performed to analyze the data. The incidence of depression was higher in single-person households than in multi-person households. In single-person and multi-person households, depression was higher in women, those over 75 years old, those with middle school graduates or lower, those with a household monthly income of 1 million won or less, and those receiving basic living recipients. Factors related to depression among the elderly in single-person households were physical activity, sleep time, and drinking, among the changes in lifestyle due to COVID-19. Factors related to depression among the elderly in multi-person households were physical activity, sleep time, consumption of instant food, and alcohol drinking, among the changes in lifestyle due to COVID-19, and psychological concerns due to COVID-19. Promoting mental health and developing customized programs by household type is necessary to prevent depression in the elderly in the community.

COVID-19 and Changes in Global Value Chains of Korea (코로나19와 한국의 글로벌가치사슬(GVC) 변화)

  • Koo, Yangmi
    • Journal of the Economic Geographical Society of Korea
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    • v.23 no.3
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    • pp.209-228
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    • 2020
  • The purpose of this study is to analyze the changes in trade and industry of Korea and suggest implications from the perspective of global value chains following the spread of COVID-19. To this end, products for prevention of epidemics which is directly related to COVID-19 and IT industries with high GVC participation were analyzed. Due to the spread of COVID-19, the variation in import and export of products for prevention of epidemics was large. In the case of masks, import and export of final goods changed drastically, but the change in intermediate goods was not significant relatively. Korea's IT industry has been differentiated according to major trading partners amid overall changes in GVCs which is summarized as higher forward participation and lower backward participation. While no particular change resulted from COVID-19 has yet been made directly, the need for diversification strategies should be taken into account at a time when the production links with China and Vietnam are close and the dependence on trade with these countries is high. The COVID-19 is still in progress, requiring corporate strategies and policy efforts to respond to changes in GVCs in the post-COVID-19 era.

Association between Changes in Daily Life during the COVID-19 Pandemic and Depressive Symptoms in Korean University Students

  • Young-Mee Kim;Sung-il Cho
    • Journal of the Korean Society of School Health
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    • v.36 no.3
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    • pp.103-112
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    • 2023
  • Purpose: The COVID-19 pandemic, which emerged in late 2019, had a profound impact on global public health and disrupted the daily lives of people worldwide. Particularly, university students faced a challenging situation as their university life underwent a drastic transformation due to long-term remote learning and isolation measures. This study aimed to investigate the relationship between changes in daily life during the 2020 COVID-19 pandemic and depressive symptoms among university students aged between 19 and 29 in Korea. Methods: We analyzed data from the nationally representative 2020 Community Health Survey (CHS). Among the 229,269 participants, 9,279 university students aged 19-29, either enrolled or on leave, were selected. After excluding 401 cases with missing values, the final sample comprised 8,878 individuals. Using multivariate logistic regression with a complex sample design, we explored the association between daily life changes during the COVID-19 pandemic and depressive symptoms. Results: Changes in daily life during the COVID-19 pandemic was associated with depressive symptoms in Korean university students aged 19 to 29, even after adjusting for sociodemographic characteristics, health-related factors, and COVID-19-related aspects (OR=1.28, 95% CI=1.09~1.50). Conclusion: Our study suggests that when examining the impact of COVID-19 on health issues, it is crucial to consider the changes in daily life caused by the pandemic. These findings can provide insights into the psychological well-being of university students during times of crisis.

Pre and Post Covid-19 Changes in Depression Scores by Employment Type, and Its Influencing Factors: Using the 12th~17th Data of the Korea Welfare Panel (COVID-19 유행 전·후 고용형태에 따른 우울의 변화와 영향요인: 한국복지패널 12~17차 자료 이용)

  • Kim, Juhye;Heo, Kyunghwa;Jung, Jinwook
    • Korean Journal of Occupational Health Nursing
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    • v.32 no.4
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    • pp.215-224
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    • 2023
  • Purpose: This study uses data from the 12th~17th Korea Welfare Panel (2017~2022) to analyze changes in depression scores due to the COVID-19 outbreak and the factors that influenced depression scores according to employment type. Methods: The difference in depression scores according to employment types before COVID-19 (12th~14th) and after COVID-19 (15th~17th) was analyzed. A fixed-effect model analysis was conducted before and after the occurrence of COVID-19. Results: After the outbreak of COVID-19, job satisfaction and family life satisfaction influenced the depression scores of regular wage workers. After the outbreak of COVID-19, annual income, health status, and satisfaction with family life affected the depression scores of non-regular wage workers. After the outbreak of COVID-19, leisure life satisfaction and family relationship satisfaction influenced the depression scores of self-employed. Self-esteem played a role as a control variable in lowering the depression scores of regular and non-regular workers, but did not play a role as a control variable for self-employed. Conclusion: Rather than the direct impact of infectious diseases such as COVID-19, social and economic changes resulting from policies implemented to prevent the spread affect workers' depression, and the impact varies depending on the type of employment. When implementing policies to prevent the spread of infectious diseases in the future, policies that take employment type into consideration rather than uniform policies should be prepared, and measures for mental health also need to be prepared.

Changes in Daily Life and Quality of Life of the Elderly due to the COVID-19 Pandemic: Focusing on a Comparison between Single-Family and Multi-Family (코로나19 팬데믹에 따른 노년층의 일상생활 변화와 삶의 질: 1인 가구와 다인 가구 비교를 중심으로)

  • Lee, Seoyeon;Chang, Mina
    • Human Ecology Research
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    • v.60 no.2
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    • pp.163-176
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    • 2022
  • The purpose of this study is to understand the changes in the daily life and quality of life of the elderly due to the spread of COVID-19. This study attempted to supplement the limitations of quantitative analysis by performing both quantitative and qualitative analysis. A large-scale representative data, the Elderly Survey 2017 and 2020, were analyzed, and in-depth interviews were conducted with a total of 16 elderly people in Gwangju and Seoul. As a result, it was found that the overall quality of life was positively changed compared to before Corona. The frequency of contact and visits with family members decreased whereas the time spent watching TV increased. The elderly's adaptation to daily life has a series of processes since the first outbreak of COVID-19. At the beginning of the outbreak, there were fear, anxiety, and depression due to isolation, but gradually made efforts to adapt to the new situation. They reported that they realized the importance of human relationships, especially spouses, in a crisis situation and that there were some positive aspects as well. Finally, in all these results a difference was found between single-person households and multi-person households. Through the above research results, academic and policy measures were discussed.