Results of the investigation into the Russia-Ukraine conflict and its consequences
In this report, we provide a comprehensive overview of the unrest and conflict
events that occurred in the Eurasian region between 2017 and 2026. This analysis
leverages data provided by ACLED
(Armed Conflict Location & Event Data Project), an independent organization dedicated to
monitoring and collecting data on conflicts and protests worldwide.
Typically, when consuming news about global conflicts, it is difficult to fully grasp their true magnitude, as such comprehension requires a significant effort of imagination. For this reason, we have produced an in-depth analysis of the Russia-Ukraine conflict, examining the nature of the hostilities, the evolution of modern warfare modalities, and the broader economic and geopolitical impacts on Europe and the global community.
The following chart provides a general overview of the distribution of civilian unrest and conflict in Eurasia
International Conflicts and Civil Unrest in Eurasia
Distribution of events aggregated by country and administrative region from 2017 to 2026.
Data regarding the 2017–2026 period highlights a significant shift in the
geographical focus of instability. In the initial phase (2017–2019), the Eurasian
landscape was defined primarily by the localized conflict in Eastern Ukraine (Donbas)
and political unrest within Russia. However, starting from 2020, the trend of
civil disorder moved decisively towards Western Europe.
France emerges as the country with the highest frequency of civil unrest, recording approximately 40,000 events. A detailed breakdown of the event types reveals a distinct geographical dichotomy:
- protests: peaceful demonstrations are widespread across the entire territory, with particularly high intensity observed along the Western coast (Brittany/Nouvelle-Aquitaine) and in the Southern regions.
- riots: conversely, violent riots are far more localized, showing a sharp concentration in the Île-de-France (Paris) region and major urban hubs like Lyon, while remaining less frequent in rural areas.
Italy ranks second with over 26000 recorded events. As visualized in the heatmap, these
manifestations
are clustered around major urban centers and the northern regions.
Notably, the data indicates a marginally higher incidence of excessive force used
against protesters in Italy (14 recorded instances) compared to its neighbors.
Germany and Spain follow in the rankings. Germany shows a widespread
distribution of roughly 24000 events, while Spain (approx. 22000 events)
displays a distinct pattern where unrest is concentrated in the capital, Madrid, and along the
coastal regions.
Returning to the analysis of the Eurasian region, we can observe that Battles and
Explosions have established themselves as the predominant forms of disorder.
This trend offers a compelling explanation for the extremely low levels of civil unrest
recorded in the same period: the high security risks inherent in a conflict zone make it
virtually
impossible for the population to organize or attend public protests.
Specifically, Ukraine has emerged as the absolute epicenter of this violence.
The data reveals a staggering escalation in the number of battle events:
in 2017, during the localized conflict in the east, only 37 events were recorded and
by 2022, with the onset of the full-scale invasion, this number surged to over 7000.
By 2025, the scale of the conflict further intensified, reaching a peak of 22353
recorded events, nearly tripling the figures seen at the start of the invasion.
Consequently, we decided to visually analyze the temporal evolution of the Ukraine-Russia
conflict up to 2024, highlighting the most significant phases and moments of the
hostilities.
Evolution of the Russo-Ukrainian Conflict
Timeline of battles and explosions from January 1, 2022, to December 29, 2024
As is widely known, the conflict on Ukrainian soil has been ongoing for nearly a decade, with violence historically concentrated along the eastern border in the Donetsk and Luhansk regions.
However, starting from February 24 2022, the distribution of events changed drastically. Explosions were no longer confined to the south-east but spread simultaneously across all borders shared with Russia and Belarus, as well as along the Black Sea coast.
A distinction in combat modalities is visible: ground battles are concentrated primarily along the land borders, whereas coastal areas have been subjected mainly to explosions and shelling. This reflects the strategic difficulty of launching large-scale amphibious infantry invasions, leading forces to rely on remote strikes against port cities.
The map highlights key turning points in the conflict timeline:
- April 1 2022: the withdrawal of Russian troops from the Kyiv region (North).
- September 5 2022: the Ukrainian counter-offensive in the Kharkiv region.
- November 11 2022: the liberation of Kherson.
- May 20 2023: the capture of Bakhmut.
Regarding Russian territory, initially, events were sparse and strictly limited to the immediate border areas. Over time (specifically about a year into the conflict) attacks began to reach deeper into the country, striking regions such as Ryazan, Rostov, and Kursk. While the intensity of these deep strikes has increased with the proliferation of drone warfare, the absolute number of events on Russian soil remains significantly lower compared to the devastation observed within Ukraine.
After an extensive study of the ACLED dataset, we analyzed the situation in Ukraine from a regional, provincial, and municipal perspective.
A Conflict Confined to the border?
Distribution of civilian fatalities on Ukrainian soil aggregated by region, district, and municipality.
Consistent with the previous graph, the highest number of fatalities within
Ukrainian territory is concentrated in regions that experienced the most intense conflict,
such as Donetska and Khersonska. However, a comparison between battle-related and
explosion-related events reveals distinct patterns.
While western regions show minimal activity in both categories,
the relationship between explosions and total fatalities is not always
proportional in the east. For instance, Sumska highlights this discrepancy:
while the data shows a significant impact from explosions, the overall victim
count remains lower compared to the primary frontlines.
Conversely, regions such as Kharkivska, Zaporizka, and especially Luhanska record high
fatality numbers driven largely by battles, even in areas where the intensity of explosions
may not appear as the sole dominant factor compared to heavily shelled zones like Donbas.
Analyzing the conflict from a district-level perspective, we observe that explosions are
significantly more widely distributed than battles, which remain heavily concentrated in
districts along the borders and frontlines.
The Khersonskyi district emerges as the primary focal point of attacks, followed by Pokrovskyi.
In contrast, explosions are recorded across nearly the entire Ukrainian territory, although
their
intensity remains highest in the regions closest to the border.
The municipal perspective allows for a granular assessment of how individual cities within
key regions have been impacted by the conflict. Notably, the data highlights Kherson as the
municipality recording the highest intensity of battles.
However, the view on explosions reveals a fundamentally different pattern. While battles are largely confined to municipalities near the border and frontlines, explosions are far more widespread. The data indicates that geographic distance from the border is not sufficient to ensure safety, as nearly every region across Ukraine contains at least one municipality that has been hit by explosions.
Subsequently having seen the conflict evolution from the previous graph, we seek to understand in greater depth and detail the increase in events that have occurred in the country over the years.
Proportion of Events on Ukrainian Soil
Percentage share of event types (2017–2025).
The visualization illustrates how the conflict has fundamentally altered the nature of events within the country and how Explosions and Remote Violence (orange bar) have drastically changed the distribution passing form 56% to 78%, becoming the majority of total events since the onset of the war together the battles.
Conversely, civil unrest events (such as protests, riots, and violence against civilians) have nearly vanished.
This is a typical consequence of full-scale conflict: public safety concerns prevent civilians from gathering in the streets, while the imposition of martial law redirects state resources and authority entirely toward national defense, effectively suppressing ordinary civil demonstrations.
To further examine the distribution of events in Ukraine between 2017 and 2026, we conducted a detailed analysis of the specific engagement modalities.
Evolution of Warfare Tactics in Ukraine Conflict
Timeline of artillery, drone strikes, and armed clashes frequency since the 2022 invasion.
The chart highlights a clear transformation in the conflict's dynamics,
both in tactical terms and, by inference, in economic terms. In the initial phase,
shelling and missile attacks (orange line) were the predominant method of engagement.
However, following an upward trend in the first two years,
this type of attack exhibited a steady decline, reaching its lowest levels between
late 2024 and 2025.
Conversely, both Air/Drone Strikes (blue line) and Armed Clashes (red line) have maintained a slow but steady upward trend since the beginning of hostilities. Around mid-2024, a turning point is observed: the frequency of these two event types surpassed that of artillery shelling.
This trend reversal suggests several important strategic implications:
- tactical evolution: the conflict appears to have shifted from a phase dominated by long-range strikes to one characterized by short-range incursions (ground clashes) and the massive use of drones.
- economic and technological impact: the decrease in missile usage (which is costly and resource-intensive) in favor of drones and infantry may indicate an adaptation towards a more sustainable war economy, potentially suggesting a depletion of missile stockpiles or a strategic shift based on cost-effectiveness.
Economic implications of the conflict
The ongoing conflict between Russia and Ukraine has had profound implications on global trade dynamics, particularly in the export sectors of both nations. The following sections analyze these shifts through visualizations that highlight changes in export compositions and trade partnerships from 2021 to 2023.
Impact of the War on Exports
Shifts in major export categories from Russia and Ukraine to the World (2021 vs 2023).
Russia appears to have consolidated its economy around energy extraction, signaling a shift towards a less diversified model increasingly dependent on fossil fuels. Crude/Refined Petroleum retained the top position, increasing from 40.1% to 44.1%, while Natural Gas rose to become the second-largest export (growing from 8.4% to 9.9%), and Coal saw a significant jump (from 3.8% to 6.9%).
In contrast, Ukraine has experienced a forced structural shift. The heavy mineral sector collapsed, with Metals (formerly the leading export at 23.4%) dropping drastically to 10.5%. This decline likely reflects the severe loss of industrial capacity in the eastern regions (Donbas) affected by the war. Conversely, the agricultural sector has proven to be the most resilient pillar of the economy, as the export share of essential goods like Cereals and Seed Oils significantly increased.
In addition to the composition of exports of goods, partners from all over the world who imported such goods also changed.
The Impact of War on Global Trade Flows
Comparison of trade volumes and destinations before (2021) and during the war (2023).
2021 (Pre-War)
2023 (War Time)
The total Russian export volume contracted significantly over the two-year period,
dropping from $490 billion in 2021 to $390 billion in 2023.
In the pre-war period, Russian trade partnerships were diversified globally,
with Europe representing approximately half of the total market. At that time,
the Netherlands served as the leading importer, followed by the United Kingdom, Italy, and
Belarus.
However, the conflict radically altered this balance. Europe's share plummeted to less than
20% of the total proportion. The market void left by European sanctions was aggressively filled
by
Asia, which surged from approximately 30% to roughly 75% of the market share, establishing
itself as
Russia's primary trading partner.
In this new landscape, the main export destinations have shifted to China, India, Turkey,
and Kazakhstan. The conflict also had severe repercussions on overseas trade, particularly
with North America, which drastically decreased its imports from Russia, effectively severing
trade relations.
Analyzing Ukraine, the total export volume contracted sharply, falling from $69 billion in 2021
to $40 billion in 2023.
In the pre-conflict period, Ukraine's trade partnerships were geographically balanced,
similar to the pre-war Russian distribution. Major importers included Poland, China, and
notably Russia itself, followed by Italy and Germany.
However, the post-conflict landscape reveals a radical geopolitical shift. In stark contrast
to Russia (which pivoted to Asia), Ukraine has fully reoriented towards the West. Europe has
become the predominant importer, now absorbing approximately 75% of Ukrainian exports. Trade
with Russia has ceased entirely. The new leading partners are Poland, followed by Romania
(which saw a significant rise), Germany, Spain, and Italy.
The Asian market has shrunk in relative importance but remains relevant, driven primarily by
exports to Turkey and China. Finally, regarding Africa, Egypt stands out as a critical partner,
absorbing the vast majority of Ukrainian exports directed to the African continent.
For an export eurpoean perspective, we have studied the change of the principal exportation goods from Russia/Ukraine to the european counties comparing the 2021 and 2023.
Exports from Russia and Ukraine to the EU
Comparison of trade volumes of a selection of products before (2021) and during the war (2023).
2021 (Pre-War)
2023 (War Time)
The Russian market's relationship with European countries has undergone a drastic
transformation.
In the pre-war period (2021), the trade landscape was dominated by the exchange of
Crude and Refined Petroleum, followed by Natural Gas and Metals. These exports were widely
distributed across EU member states, generating a massive total trade volume of €132.5 billion
with this subset of products alone.
In the 2023 war-time scenario, however, the situation changed radically. The primary
export mix shifted, with Natural Gas taking a more prominent share relative to oil, which
saw a significant reduction. Most notably, the overall volume of trade collapsed, plummeting to
just €41.9 billion.
Turning our attention to Ukraine, we observe a moderate decrease in total trade volume, which
fell
from €19.2 billion in 2021 to €17.1 billion in 2023. Notably, Ukraine's 2023 trade volume
represents less
than half of Russia's volume (€41.9 billion) for the same period.
While the core trading partners have remained largely the same, their ranking has shifted
significantly.
This is largely due to the reduced availability of strategic raw materials, particularly Metals,
which saw
a sharp decline in exports. This shortage directly impacted Italy's position: formerly the
leading trade
partner in 2021 (largely driven by metal imports), Italy has fallen towards the bottom of the
ranking in 2023.
Consequently, the conflict forced Ukraine to restructure its export economy. The country
transitioned from
a model heavily reliant on metals and minerals to an economy focused on agricultural
commodities, specifically
Cereals and Oil Seeds, which have become the dominant export categories in the war-time
scenario.
To better illustrate the war's impact on the global economy,
we analyzed the FAO Food Price Index (FFPI),
provided by the Food and Agriculture Organization of the United Nations
(FAO).
This index, which monitors monthly fluctuations in the international
prices of a basket of food commodities, allows for a comprehensive overview
of price inflation and trends within the global agri-food market.
The Impact of Conflict on Global Food Prices
Historical data of FAO indices for key commodities.
The chart illustrates how the outbreak of the Russia-Ukraine conflict resulted in a substantial increase in the prices of food commodities monitored by the FAO, thereby contributing to widespread inflation within the sector (as reported by tradingeconomics for the Euro Area).
Specifically, cereals (indicated by the yellow line) experienced significant price hikes. An analysis of FAO export data reveals that, just 12 months into the conflict, Ukraine's market share was drastically reduced:
- wheat: Ukraine fell from 5th to 7th place among global exporters (decreasing from approximately 19.4 to 11.2 million tonnes, a drop of 42%).
- barley: it dropped from 3rd to 5th place (a decrease of 60%).
- maize: while slipping from 3rd to 4th place, it actually recorded a slight increase in volume (+3%).
This contraction in supply drove prices to peaks equal to or exceeding those reached during the severe financial crisis of 2008.
However, the commodity that experienced the sharpest price increase was vegetable oil (green line). Although Ukraine maintained its position as the leading exporter of sunflower oil, export volumes declined by 16% (from 5.1 to 4.3 million tonnes), causing the price index to surge by more than 50 points compared to the previous year.
In parallel with the economic overview of essential commodities provided by the FAO, an analysis was conducted on gas price trends in Europe, based on an elaboration of Eurostat data for the 2020–2025 period.
The Impact of Conflict on Gas Prices
Gas price for household consumers from 2021 to 2025 (€/kWh).
It is evident that, starting from the second half of 2022, gas prices experienced a sharp surge (peaking at nearly double the pre-war values) before entering a slow decline in subsequent years, but despite this downward trend, prices in 2025 remain significantly higher than in the pre-conflict period.
This trend can be largely attributed to the termination of gas supply contracts with Russia and the resulting energy crisis. This shift reflects the broader geopolitical strategy adopted by Europe, including sanctions and diversification measures intended to disincentivize the continuation of the conflict.
The transformation of regional air traffic
Continuing the economic analysis, we examined data regarding the number of flights destined for Eastern Europe presents on zenodo, comparing the situation form January 2021 (pre-conflict) to November 2022 (during the conflict).
Top Flight Destinations to Eastern Europe
Evolution of major flight destinations from 2021 to 2022
Two major phenomena emerge from the data:
- the isolation of Ukraine: by late 2022, Ukraine registered 0 flights, dropping from over 2100 monthly flights in 2021. This total collapse is a direct consequence of the closure of Ukrainian airspace due to extreme security risks (no-fly zone), effectively severing the country's aerial connectivity.
- the shifting of logistic hubs: while Russia maintained its position as the top destination with stable flight volumes (increasing slightly from ~18900 to ~19700), a dramatic shift occurred in neighboring countries. Poland experienced a massive surge, with flights nearly quadrupling from 3943 to 14143. This suggests that Poland has absorbed the traffic intended for Ukraine, becoming the primary logistical gateway for the region.
Focusing on Russia as a flight destination, we extracted data covering February to November 2021 and compared this pre-conflict baseline with the equivalent timeframe in 2022.
Decline in Direct Flights to Russia
Change in the number of direct flights from major partner countries (Pre-war vs. War-time).
Examining the percentage differences, we immediately observe that European countries
have effectively severed ties with Russia, with flight traffic dropping by nearly 100% across
the board.
However, the market void left by Europe has been rapidly filled by other players.
As shown in the data, the United Arab Emirates and Belarus have significantly increased their
presence.
Meanwhile, countries like Kazakhstan, Israel, and Turkey have reduced their absolute volume of
flights but
have not terminated relationships entirely.
In terms of absolute numbers, Germany shows the steepest decline, recording 1109 fewer flights
compared to the previous year, followed by Italy with a reduction of 452 flights. The 'Other'
category
confirms this is a generalized global trend of disengagement.
The shift in market share is the most telling indicator of this geopolitical realignment. While Germany's share collapsed from 13.4% to 0.1% and Italy's from 5.5% to 0.1%, other nations absorbed this traffic:
- Turkey: market share surged from 10.7% to 28.5%.
- Belarus: increased from 5.0% to 27.0%.
- United Arab Emirates: jumped from 6.2% to 28.2%.
These figures vividly demonstrate how quickly geopolitical dynamics can reshape economic connectivity within a span of just 12 months.