Methodology for Assessing War Risks to Educational Institutions in Ukraine
DOI: 10.54647/isss120415 14 Downloads 654 Views
Author(s)
Abstract
This article aims to develop a methodology for assessing risks to educational institutions related to Russia’s military aggression against Ukraine and to carry out a comparative analysis of this methodology with the one approved by the Cabinet of Ministers of Ukraine.
Research methodology. The methodology we propose for assessing risks relies on probability theory and mathematical statistics. We utilized expert assessments approved by the Ministry of Social Policy of Ukraine to rank the risks.
Research results. We propose a methodology based on the probability distribution of enemy attacks across Ukraine's territory, constructed using the von Mises-Fisher distribution on a sphere in three-dimensional space. We use Bayes' estimates to evaluate the degree of risk. The general statistics of enemy attacks determine the distribution parameters. A computational experiment was conducted based on the statistics of attacks during the summer of 2025. The results obtained indicate that the level of absolutely unacceptable risk is exceeded even for educational institutions with the most favorable factors characterizing the damage to the territory.
Practical significance. The proposed methodology has a better justification than the approved methodology; therefore, its application and further approval may be advisable for the efficiency and correctness of the ranking of educational institutions by risk level. The experiments carried out and their refinements may also serve as an argument in favor of the fact that, under the given circumstances, ranking of institutions is not advisable at all, which can save time and resources of the authorities of Ukraine by redistributing budgets, giving priority to eliminating the root causes of high risks for institutions.
Keywords
risk analysis, safety, probability, Russo-Ukrainian war.
Cite this paper
Vasilij Begun, Valerii Kolesnykov, Vladyslav Mykhailiuk,
Methodology for Assessing War Risks to Educational Institutions in Ukraine
, SCIREA Journal of Information Science and Systems Science.
Volume 9, Issue 3, June 2025 | PP. 86-99.
10.54647/isss120415
References
[ 1 ] | Resolution of the Cabinet of Ministers of Ukraine dated August 2, 2024 No. 866 “On Approval of the Methodology for Assessing Security Risks in the Education System Associated with the Armed Aggression of the Russian Federation against Ukraine”. URL: https://zakon.rada.gov.ua/laws/show/866-2024-п#Text. (in Ukrainian). |
[ 2 ] | Order of the Ministry of Labor and Social Policy of Ukraine dated 04.12.2002 No. 637 “On Approval of the Methodology for Determining Risks and Their Acceptable Levels for Declaring the Safety of High-Hazard Facilities”. URL: https://zakon.rada.gov.ua/rada/show/v0637203-02#Text. (in Ukrainian). |
[ 3 ] | Rasmussen N.C., Reactor Safety Study. An Assessment of Accident Risks in U.S. Commercial Nuclear Power Plants. WASH-1400 (NUREG 75/014), Nuclear Regulatory Commission, Washington: U.S. , 1975, 198 p. |
[ 4 ] | Vesely W.E., “Minimal cut set failure and repair,” Reliability Engineering, Vol. 5, Issue 2, P. 65–72, 1983. |
[ 5 ] | Guidelines for Analysis of Data Related to Ageing of Nuclear Power Plant Components, JRC Scientific and Technical Report,. Luxemburg: European Communities, 2009, 202 p. |
[ 6 ] | Tan S., Weinert D., Joseph P., Moinuddin K., “Sensitivity and Uncertainty Analyses of Human and Organizational Risks in Fire Safety Systems for High-Rise Residential Buildings with Probabilistic T-H-O-Risk Methodology,” Applied Sciences, 11(6):2590, 2021, https://doi.org/10.3390/app11062590 |
[ 7 ] | Tan S., Moinuddin K., “Systematic review of human and organizational risks for probabilistic risk analysis in high-rise buildings,” Reliability Engineering & System Safety, 188, 2019, doi:10.1016/j.ress.2019.03.012. |
[ 8 ] | Sun X., Luo M., “Fire Risk Assessment for Super High-rise Buildings,” Procedia Engineering, 71, 492-501, 2014, doi:10.1016/j.proeng.2014.04.071. |
[ 9 ] | Begun V.V. (2020). Methodological basis of information technology of safetymanagement based on risk-oriented approach, Doctor's of Technical Sciences thesis, Institute of Mathematical Machines and Systems Problems of the National AcademyofSciences of Ukraine, Kyiv, Ukraine. 562 p. URL: http://www.immsp.kiev.ua/postgraduate/Dysertaciji/dis_Begun_2020.pdf. (in Ukrainian). |
[ 10 ] | IEC 31010:2019. (2019). Risk Management – Risk Assessment Techniques. International Standard. Edition 2. ISBN 978-2-8322-6989-3. Geneva: ISO/IEC. 264 p. |
[ 11 ] | Begun V.V. (2016). Implementation of information technologies in the SafetyField. Scientific and Technical Information. No. 1. P. 39-45. URL: http://nbuv.gov.ua/UJRN/NTI_2016_1_9. (in Ukrainian). |
[ 12 ] | Fussell J.B., Vesely W.E., “A New Methodology for Obtaining Cut Sets for Fault Trees,” Transactions of the American Nuclear Society, Vol. 15, N 1, P. 262–263, 1972. |
[ 13 ] | Internet source: “Oksen Lisovyi: To take one child offline, today we pay an average of UAH 100–150,000. But it is justified,” URL: https://lb.ua/society/2024/08/22/630591_oksen_lisoviy_shchob_vivesti.html, (in Ukrainian). |
[ 14 ] | Order of the Ministry of Education and Science of Ukraine from August 7, 2024. № 1112 “On the approval of the Procedure and conditions for obtaining general secondary education in communal institutions of general secondary education under martial law in Ukraine (registered with the Ministry of Justice of Ukraine on August 8, 2024 under № 1222/42567),” URL: https://mon.gov.ua/npa/pro-zatverdzhennia-poriadku-ta-umov-zdobuttia-zahalnoi-serednoi-osvity-v-komunalnykh-zakladakh-zahalnoi-serednoi-osvity-v-umovakh-voiennoho-stanu-v-ukraini-zareiestrovanyi-u-ministerstvi-iust, (in Ukrainian). |
[ 15 ] | Internet source: Albul S., “Shmyhal: today the government distributes another 5 billion hryvnias of additional subsidies for shelters in schools,” URL: https://lb.ua/society/2024/08/20/630413_shmigal_sogodni_uryad_rozpodilyaie_shche.html, (in Ukrainian). |
[ 16 ] | Internet source: Albul S., “The government plans to return 300,000 schoolchildren to safe offline education by the end of the year,” URL: https://lb.ua/society/2024/08/13/629257_uryad_planuie_kintsya_roku_povernuti.html, (in Ukrainian). |
[ 17 ] | Fisher R. A., "Dispersion on a sphere," Proc. R. Soc. Lond. A., 217 (1130): 295–305, 1953, doi:10.1098/rspa.1953.0064 |
[ 18 ] | Sra S., “A short note on parameter approximation for von Mises-Fisher distributions: And a fast implementation of I_s(x),” Computational Statistics, vol. 27, p. 177–190, 2011. |
[ 19 ] | Internet source: “List of missile strikes during the Russian invasion (summer 2025),” URL: https://uk.wikipedia.org/wiki/Перелік_ракетних_ударів_під_час_російського_вторгнення_(літо_2025) (in Ukrainian). |
[ 20 ] | Internet source: “List of Shahed 136 BPLA attacks in 2025,” URL: https://uk.wikipedia.org/wiki/Перелік_атак_БпЛА_Shahed_136_у_2025_році (in Ukrainian). |