scholarly journals Teleworking—An Economic and Social Impact during COVID-19 Pandemic: A Data Mining Analysis

Author(s):  
Grigore Belostecinic ◽  
Radu Ioan Mogoș ◽  
Maria Loredana Popescu ◽  
Sorin Burlacu ◽  
Carmen Valentina Rădulescu ◽  
...  

The health crisis generated by the COVID-19 pandemic has induced, among other things, an increase in the importance of remote work or teleworking (TL) in the current period. The objective of this research is to identify the economic and social impact of telework in changing the behavior of employees in Romania. The research was conducted approximately one year after the onset of the pandemic until the beginning of the vaccination period in Romania. The research proposed includes three main directions of analysis of the extracted data, which are related to telework efficiency, this being considered one of the most important indicators for a company. In order to obtain conclusive results, we used a mixed methodology, combining results obtained through a survey based on a self-administered electronic questionnaire, with a data mining analysis. Detailed analysis of the groups identified based on work efficiency allowed us to highlight the most common employee profiles. This analysis was doubled by a second classification experiment, which provided us a more detailed analysis of the groups identified based on job satisfaction and highlighted the most common employee profiles. The expansion of telework in various economic areas is a result of adaptation to the new economic and social conditions caused by the COVID-19 pandemic.

Author(s):  
Grigoris Gerotziafas ◽  
Mariella Catalano ◽  
Ioannis Theodorou ◽  
Patrick van Dreden ◽  
Vincent Marechal ◽  
...  

One year after the declaration of the COVID-19 pandemic by the World Health Organization (WHO) and despite the implementation of mandatory physical barriers and social distancing, humanity remains challenged by a long-lasting and devastating public health crisis. Non-pharmacological interventions (NPI) are efficient mitigation strategies. The success of these intense NPI is dependent on the approval and commitment of the population. The launch of a mass vaccination program in many countries in late December 2020 with mRNA vaccines, adenovirus-based vaccines, and inactivated virus vaccines has generated hope for the end of the pandemic. Current issues: The continuous appearance of new pathogenic viral strains and the ability of vaccines to prevent infection and transmission raise important concerns as we try to achieve community immunity against SARS-CoV-2 and its variants. The need of a second and even third generation of vaccines and the possibility of potentially harmful side-effects of the vaccines (i.e. venous thromboembolism ) have already been acknowledged. Perspectives: There is a critical and urgent need for a balanced and integrated strategy for the management of the COVID-19 outbreaks organized on three axes: (1) Prevention of the SARS-CoV-2 infection, (2) Detection and early diagnosis of patients at risk of disease worsening, and (3) Anticipation of medical care (PDA). Conclusion: The “PDA strategy” integrated into state policy for the support and expansion of health systems and introduction of digital organization (i.e. telemedicine, artificial intelligence and machine learning technology) is of major importance for the preservation of citizens’ health and life world-wide.


2021 ◽  
Vol 17 (30) ◽  
pp. 37
Author(s):  
Barbara Cappuzzo

Health is a common issue for all human beings. As a consequence, everyone in the world has in some way to cope with the language of medicine. This is true now more than ever due to the global health crisis caused by the current COVID-19 pandemic, which has introduced a great amount of terms, previously mostly used by epidemiologists and statisticians, but which now have entered the daily lexicon of many languages. As the medium of international scientific communication, English is the language of worldwide information about the pandemic, and the main source of terms and expressions for other languages. The impact of the COVID-19 pandemic on English lexicon has been so deep that the Oxford English Dictionary Online (OED) released special updates in 2020 to fulfil the need to document the phenomenon. However, previous studies (Khan et al. 2020; Deang and Salazar 2021) have highlighted the important question concerning the existence of several ethnic minorities who have Limited English Proficiency (LEP) and therefore do not receive sufficient and appropriate information to defend themselves adequately against SARS-CoV-2, the virus we have all been fighting for more than one year now. The aim of this study is to highlight the importance of language and translation as essential components to provide all demographic groups/communities with access to COVID-19-related information in languages other than English and enable them to follow official health key rules. The main websites of Italian governmental and nongovernmental institutions were investigated, and the analysis focused on the availability and type of content of the multilingual material, as well as on information accessibility and clarity. The results showed important differences in the number of available languages and, even more, in the level of intelligibility of COVID-19 material in the English language. In this respect, this study intends to foster the use of plain English in the dissemination material provided by the websites of the main healthcare public institutions in Italy, a country with an ever-increasing number of registered foreigners, the majority born in non-EU countries.


Author(s):  
Elena V Levkina ◽  
Zhanna I Lyalina ◽  
Ekaterina A Kurasova

The financial stability of a company is one of the most important criteria for assessing the situation of enterprises both for the current period and for subsequent periods of functioning. Of course, every enterprise wants to have business liquidity, otherwise the basis of entrepreneurship collapses; however, the purpose of doing business is to make a profit. An enterprise can make good profits, but at the same time have large liabilities, that is, debts. In this case, it is difficult to call the company financially stable. The onset of the economic crisis in the Russian Federation only prompts the conduct of such studies. Firstly, because it is necessary to understand how the situation in the country's economy as a whole affects a single enterprise, and secondly, what the prerequisites for this influence can be noticed in advance and how to try to prevent them. The relevance of this study lies in the fact that today in Russia there are a number of difficulties with assessing the status of organizations and their adequate comparison with reality. There are many different methods for assessing the financial condition and, in particular, the financial stability of a company. However, when choosing one of them, it is necessary to consider them in order to identify the shortcomings of their application to certain market conditions. Identification of these disadvantages of different theories will allow us to competently and reliably analyse the financial condition of various companies. It is also worth noting that this topic is relevant not only for the companies themselves. The presence of positive dynamics of financial stability indicators as an integral part of the financial condition of the enterprise is one of the most important bases of investment attractiveness. Therefore, not only a company itself is interested in such studies in the inside, but also other market entities from the outside.


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