Dynamics of interest in higher education before and during ongoing war: Google Trends Analysis
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DOIhttp://dx.doi.org/10.21511/kpm.07(1).2023.04
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Article InfoVolume 7 2023, Issue #1, pp. 47-63
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This paper explores how the war in Ukraine changed the interest in higher education of Ukrainians who stayed on the territory of Ukraine and emigrated to other countries. The methodology is based on Google Trends Analysis and peak approach with Google Trends Scale of Internet user inquiries about higher education from June 20, 2021 to June 20, 2023 with a middle point on February 24, 2022. Dynamics of changes in the queries of Internet users by keywords regarding studied higher education are: 1) exclusively from the territory of Ukraine; 2) from the territory of Poland, Slovakia, Germany, the Czech Republic, Great Britain, Spain, Italy, Bulgaria, Romania, Moldova, Austria, i.e., top-10 countries by number of registered Ukrainian refugees according to the UN Refugee Agency. The key results are: 1) increased interest of Internet users in higher education after beginning of the full-scale war: Poland – 22.9%, Romania – 28.9%, Ukraine – 31.2%, Hungary – 32.4%, Slovakia – 35.8%, Moldova – 49.0% of average number of «university» inquiries; 2) increased requests for professional education (42.2%), distance education (25.6%), distance learning (34.1%) after February 24, 2022; 3) correlation between negative trends of interest per 32% from July 2021 (100 GT Scale) to July 2022 (68 GT Scale) in Ukraine and positive trends of this indicator in European counties in August 2022 (80-100 GT Scale). Chi-square test showed statistical significance of changes in interest in higher education (p-value = 0). Key findings demonstrate the following trends after February 24, 2022: distance learning development, increased Internet users’ orientation towards professional education for high-paying jobs, popularity of flexible schedules.
Acknowledgments
The educational outcomes in this publication were created with the support of the EU Erasmus+ program within the framework of projects ERASMUS-JMO-2021-HEI-TCH-RSCH-101048055 – «AICE – With Academic integrity to EU values: step by step to common Europe» and ERASMUS-JMO-2022-HEI-TCH-RSCH-101085198 «OSEE – Open Science and Education in Europe: success stories for Ukrainian academia».
- Keywords
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JEL Classification (Paper profile tab)I25, I21, J11
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References56
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Tables5
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Figures0
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- Table 1. List of keywords
- Table 2. Dynamics of Internet inquiries of keywords about higher education in English and Ukrainian among internet users in Ukraine before and during the war
- Table 3. List of terms and peaks according to Google Trends (GT) for individual terms
- Table 4. Top-10 recipient European countries for refugees from Ukraine after February 24, 2022, billion people
- Table 5. Dynamics of Internet inquiries of keywords “university”, “student”, and “bachelor” in top-10 European recipient counties for refugees from Ukraine before and during the war
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- Artyukhov, A., Volk, I., & Vasylieva, T. (2022). Agile methodology in higher education quality assurance system for SDGs 4, 8 and 9 achievements: National experience. CEUR Workshop Proceedings, 9, 81-94.
- Artyukhov, A., Volk, I., Vasylieva, T., & Lyeonov, S. (2021). The role of the university in achieving SDGs 4 and 7: A Ukrainian case. Paper presented at the E3S Web of Conferences, 250, 1-11.
- Askitas, N., & Zimmermann, K. F. (2009). Google econometrics and unemployment forecasting (Discussion Paper No. 4201). IZA.
- Błajda, J., Kucab, A., Miazga, A., Masłowski, M., Kopańska, M., Nowak, A., & Barnaś, E. (2023). Google Trends Analysis Reflecting Internet Users’ Interest in Selected Terms of Sexual and Reproductive Health in Ukraine. Healthcare, 11(11), 1541.
- Bondarenko, Y., Ohinok, S., Kisiołek, A., & Karyy, O. (2021). Interest in universities based on search queries on the Internet. Innovative Marketing, 17(3), 179-190.
- Bugrov, V., Gozhyk, A., Starostina, A., Bilovodska, O., & Kochkina, N. (2023). Taras Shevchenko National University of Kyiv: Navigating education as a frontline during times of war. Problems and Perspectives in Management, 21(2-si), 162-171.
- Greshta, V., Shylo, S., Korolkov, V., Kulykovskyi, R., Kapliienko, O. (2023). Universities in times of war: Challenges and solutions for ensuring the educational process. Problems and Perspectives in Management, 21(2-si), 80-86.
- Herasymenko, O., & Petrenko, S. (2023). Doslidzhennia zmin motyvatsii studentiv do navchannia pid chas dystantsiinoi osvity v umovakh viiny [Study of Changes in Student Motivation for Learning during Distance Education in Times of War]. Proceedings of the 2nd International Scientific and Practical Conference “Science and Education in Progress” (158), p. 199-200. (In Ukrainian).
- HubSpot. (2023). The Top 11 Search Engines, Ranked by Popularity.
- Ievdokymov, V., Lehenchuk, S., Zakharov, D., Andrusiv, U., Usatenko, O., & Kovalenko, L. (2020). Social capital measurement based on “The value explorer” method. Management Science Letters, 10(6), 1161-1168.
- Kaya, H., Kwok, J. S., & LaTurner, J. (2023). Experiential Learning Through the Creation of an Investment Lab. Financial Markets, Institutions and Risks, 7(1), 16-25.
- Khushk, A., Dacholfany, M. I., Abdurohim, D., & Aman, N. (2022). Social Learning Theory in Clinical Setting: Connectivism, Constructivism, and Role Modeling Approach. Health Economics and Management Review, 3(3), 40-50.
- Koibichuk, V., Samoilikova, A., & Herasymenko, V. (2022). Education and Business in Conditions of Coopetition: Bibliometrics. Business Ethics and Leadership, 6(4), 49-60.
- Kuzior, A., Arefieva, O., Kovalchuk, A., Brożek, P., & Tytykalo, V. (2022a). Strategic guidelines for the intellectualization of human capital in the context of innovative transformation. Sustainability (Switzerland), 14(19), 11937.
- Kuzior, A., Kettler, K., & Rab, Ł. (2022b). Great Resignation – Ethical, cultural, relational, and personal dimensions of generation Y and Z employees’ engagement. Sustainability (Switzerland), 14(11), 6764.
- Lakhmotova, Yu., Shkrab’yuk, V. S., & Tsapko, A. (2022). Motivation for distance education of students of higher education institutions in the conditions of marital state. Aktualni pytannia humanitarnykh nauk – Current issues of humanitarian sciences, 55, 195-200. (In Ukrainian).
- Lesik, I., Usykova, O., Petrenko, N., Melnyk, I., & Ananiichuk, Y. (2022). Analysis of Factors Affecting the Efficiency of the Higher Education System in Ukraine. Journal of Higher Education Theory and Practice, 22(6), 86-102.
- Lim, W., Gunasekara, A., Pallant, J. L., Pallant J. I., & Pechenkina, E. (2023). Generative AI and the future of education: Ragnarök or reformation? A paradoxical perspective from management educators. The International Journal of Management Education, 21(2), 100790.
- Lucenko, G., Lutsenko, O., Tiulpa, T., Sosnenko, O., & Nazarenko, O. (2023). Online – Education and training in higher educational institutions of Ukraine: Challenges and benefits. International Journal of Educational Research Open, 4, 100231.
- Melnyk, L., Kubatko, O., Matsenko, O., Balatskyi, Y., & Serdyukov, K. (2021). Transformation of the human capital reproduction in line with industries 4.0 and 5.0. Problems and Perspectives in Management, 19(2), 480-494.
- Melnyk, L., Matsenko, O., Kubatko, O., Korneyev, M., & Tulyakov, O. (2022). Additive economy and new horizons of innovative business development. Problems and Perspectives in Management, 20(2), 175-185.
- Mihaela, S. (2020). Improving unemployment rate forecasts at regional level in Romania using Google Trends. Technological Forecasting and Social Change, 155, 120026.
- Mujtaba, B. G., & Meyer, C. (2022). Checklist for Professional Communication: A Path to a Healthy Personality, Reflective Mindfulness, and Self-Development Management. Health Economics and Management Review, 3(3), 99-108.
- Nahla, N. (2023). University-company collaboration: what are the obstacles in Algeria? SocioEconomic Challenges, 7(1), 59-64.
- Nestulya, O., Pedchenko, N., Karpenko, N., Nestulya, S., & Ivannikova, M. (2023). Policy of managing the educational activities of the university in the context of the russian-Ukrainian war. Problems and Perspectives in Management, 21(2-si), 61-66.
- Nifatova, O., Ladyka, V., Hryshyna, Y., & Danko, Y. (2023). Agricultural education in times of war: Strategic visions, leadership practices and post-war reconstruction. Problems and Perspectives in Management, 21(2-si), 87-97.
- Nohu, F., & Balaban, O. (2022). Employee’s innovative personality and self-efficacy. Marketing and Management of Innovations, 1, 58-66.
- Oliinyk, O., Lehan, I., Sergiienko, L., Kovalenko, L., & Tarasova, T. (2020). Alternative methodology for assessment of youth competitiveness in the labor market of Ukraine. Management Science Letters, 10(10), 2159-2168.
- Organization for Economic Co-operation and Development (OECD). (2023). What are the integration challenges of Ukrainian refugee women?
- Paraschivescu, A., & Şavga, L. (2016). Quality Education. Economy Transdisciplinarity Cognition, 19(2), 7-13.
- Polyakov, M., Bilozubenko, V., Korneyev, M., & Shevchenko, G. (2019). Selection of parameters for multifactor model in the knowledge economy marketing (country level). Innovative Marketing, 15(1), 89-99.
- Preis, T., Moat, H. S., & Stanley, H. E. (2013). Quantifying Trading Behavior in Financial Markets Using Google Trends. Scientific Reports, 3, 1684.
- Pudryk, D., Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). Towards achieving sustainable development: Interactions between migration and education. Forum Scientiae Oeconomia, 11(1), 113-132.
- Rosak-Szyrocka, J., Zywiolek, J., Zaborski, A., Chowdhury, S., & Hu, Y.-C. (2022). Digitalization of Higher Education Around the Globe During Covid-19. IEEE Access, 10, 59782-59791.
- Rovetta, A., & Bhagavathula, A. S. (2020). COVID-19-Related Web Search Behaviors and Infodemic Attitudes in Italy: Infodemiological Study. JMIR Public Health and Surveillance, 6(2), e19374.
- Safarov, Q., Sadiqova, S., & Urazayeva, M. (2022). Methodological Approach to Identification of Innovative Determinants of Human Capital Management. Marketing and Management of Innovations, 2, 255-267.
- Salisu, P. (2022). Unemployment, Poverty and Governance Questions In Nigeria: Human Capital Development And Partnership Approach Options. SocioEconomic Challenges, 6(2), 127-137.
- Samoilikova, A., Zhylinska, O., Pal, Z., & Kuttor, D. (2022). “Business-Education-Science” Coopetition and Innovation Transfer for Sustainable Development. Marketing and Management of Innovations, 2, 220-230.
- Samusevych, Y. V., Novikov, V. V., Artyukhov, A. Y., & Vasylieva, T. A. (2021). Convergence trends in the “economy – education – digitalization – national security” chain. Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu, 6, 177-183.
- Şavga, L., & Liviţchi, O. (2022). Integrating Lifelong Learning into Higher Education. ACROSS Journal, 5(1), 15-21.
- Savga, L., Krykliy, O., & Kyrychenko, K. (2018). The Role of Internal and External Stakeholders in Higher Education System in Ukraine. Business Ethics and Leadership, 2(1), 32-43.
- Seung-Pyo Jun, Hyoung Sun Yoo, & San Choi. (2018). Ten years of research change using Google Trends: From the perspective of big data utilizations and applications. Technological Forecasting and Social Change, 130, 69-87.
- Skrynnyk, O., & Vasilyeva, T. (2020). Comparison of open learning forms in organizational education. CEUR Workshop Proceedings, 2732, 1314-1328.
- Smiianov, V. A., Vasilyeva, T. A., Chygryn, O. Y., Rubanov, P. M., & Mayboroda, T. M. (2020). Socio-economic patterns of labor market functioning in the public health: challenges connected with COVID-19. Wiadomosci Lekarskie, 73(10), 2181-2187.
- Stavrova, E. (2022). Academic Publishing: Research Leadership in the Context of Digitalization and Globalization of the Business Environment. Business Ethics and Leadership, 6(4), 92-99.
- The Ministry of Education and Science of Ukraine. (2023). Admission-2023: 10 steps for admission to an institution of higher education in 2023.
- The situation of refugees from Ukraine. European Commission (EC), 2023.
- The World Bank. (2023). Individuals using the Internet (% of population).
- The World Bank. (n.d.). Individuals using the Internet (% of population).
- Tsos, A., & Makaruk, L. (2023). Sustaining academic commitment under adverse circumstances and adapting to new roles during the year of war: Example of Lesya Ukrainka Volyn National University. Problems and Perspectives in Management, 21(2-si), 133-139.
- UNHCR. (2023). Ukraine Refugee Situation.
- USAID. (2023). Mediyaspozhyvannia Ukraintsiv: Druhyi Rik Povnomashtabnoi Viiny [Media Consumption Ukrainians: Second Year Full-Scale Wars]. (In Ukrainian).
- Velychko, O., Khalatur, S., Bondarchuk, N., & Bahorka, M. (2022). Self-regulation system of continual improvement of quality and efficiency in higher education: A case of Ukraine. Knowledge and Performance Management, 6(1), 11-26.
- Vidic, F. (2022). Knowledge asset as competitive resource. SocioEconomic Challenges, 6(4), 8-20.
- Yu, Y. (2023). Performance Analysis of Public Investment in Chinese University Education Based on Regional Differences and Influencing Factors. Business Ethics and Leadership, 7(1), 37-49.
- Zakharov, S. V., Rusakova, O. O., & Smolianova, O. V. (2023). Motivational and Emotional Aspects of Choosing the Medical Profession by Applicants of a Medical Higher Education Institution. Medical Education, 1, 35-41.