AGENT-BASED SIMULATING OF UKRAINIAN UNIVERSITIES ADAPTATION TO A FULL-SCALE RUSSIAN INVASION

Russia’s full-scale invasion of Ukraine has severely disrupted the country’s higher education system, damaging infrastructure, displacing staff and students, and forcing institutions to rapidly adapt. Despite these challenges, Ukrainian universities have demonstrated resilience by relocating, switching to online education, and modifying academic procedures. To explore how Ukrainian universities, students, and faculty adapt to war-induced disruptions using an agent-based model that captures individual behaviors, institutional strategies, and systemic patterns under crisis conditions. Methods: The study employed agent-based modeling (ABM) to simulate the behavior of students, teachers, and universities in a wartime context. The model was calibrated using official statistics and empirical studies from 2022–2024. Scenario analysis was used to assess the effects of ongoing war and policy changes, such as the removal of military deferment for students. The model reproduced major empirical trends, including drops in enrollment and staff numbers and patterns of stress-related dropout. Scenario analysis revealed that the war accounted for a 10% reduction in student numbers, while eliminating military deferment would cause an additional 6% decline. University performance declined under war intensity and recovered more slowly when relocation or online transitions occurred. The results demonstrate that agent-based modeling is a valuable tool for analyzing crisis adaptation in higher education. Both external shocks (e.g., war) and internal policy changes (e.g. deferment rules) significantly affect system stability. Universities' survival depends on flexible adaptation strategies informed by simulation-based insights.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-10
DOI
https://doi.org/10.5281/zenodo.15635368
Primary Topic
Environmental and Biological Research in Conflict Zones
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

AGENT-BASED SIMULATING OF UKRAINIAN UNIVERSITIES ADAPTATION TO A FULL-SCALE RUSSIAN INVASION

Zenodo (CERN European Organization for Nuclear Research)
Environmental and Biological Research in Conflict Zones
article

AGENT-BASED SIMULATING OF UKRAINIAN UNIVERSITIES ADAPTATION TO A FULL-SCALE RUSSIAN INVASION

article en

Abstract

Russia’s full-scale invasion of Ukraine has severely disrupted the country’s higher education system, damaging infrastructure, displacing staff and students, and forcing institutions to rapidly adapt. Despite these challenges, Ukrainian universities have demonstrated resilience by relocating, switching to online education, and modifying academic procedures. To explore how Ukrainian universities, students, and faculty adapt to war-induced disruptions using an agent-based model that captures individual behaviors, institutional strategies, and systemic patterns under crisis conditions. Methods: The study employed agent-based modeling (ABM) to simulate the behavior of students, teachers, and universities in a wartime context. The model was calibrated using official statistics and empirical studies from 2022–2024. Scenario analysis was used to assess the effects of ongoing war and policy changes, such as the removal of military deferment for students. The model reproduced major empirical trends, including drops in enrollment and staff numbers and patterns of stress-related dropout. Scenario analysis revealed that the war accounted for a 10% reduction in student numbers, while eliminating military deferment would cause an additional 6% decline. University performance declined under war intensity and recovered more slowly when relocation or online transitions occurred. The results demonstrate that agent-based modeling is a valuable tool for analyzing crisis adaptation in higher education. Both external shocks (e.g., war) and internal policy changes (e.g. deferment rules) significantly affect system stability. Universities' survival depends on flexible adaptation strategies informed by simulation-based insights.

Zenodo (CERN European Organization for Nuclear Research)
National University of Kyiv-Mohyla Academy (UA)
Industry, innovation and infrastructure
Openalex Percentile: Top 44%
Environmental and Biological Research in Conflict Zones
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

AGENT-BASED SIMULATING OF UKRAINIAN UNIVERSITIES ADAPTATION TO A FULL-SCALE RUSSIAN INVASION · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS