Data Sources & Methodology

Transparency is fundamental to our mission. Here you'll find detailed information about our data sources, collection methods, and how we verify information.

MilitaryHumanitarianEconomicReliability: ★ = limited · ★★★★★ = highest verification

Our Methodology

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Data Collection

We aggregate data from multiple verified sources using their official APIs and public datasets. All data is collected programmatically to ensure consistency.

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Processing

Raw data is normalized, deduplicated, and enriched with geographic information. We cross-reference events across sources where possible.

Verification

We rely on sources that have their own verification processes. Our role is to aggregate and visualize, not to independently verify each event.

Primary Data Sources

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ACLED

Visit website →Military★★★★★

Armed Conflict Location & Event Data Project

Peer-reviewed academic methodology; used by UN, World Bank, and major research institutions.

ACLED collects real-time data on political violence and protest events worldwide. Their Ukraine dataset includes detailed information on battles, explosions/remote violence, violence against civilians, and strategic developments.

Data Type:

Event data, geographic coordinates, fatality estimates

Update Frequency:

Weekly updates

Coverage:

February 2022 - Present

Methodology:

ACLED researchers monitor thousands of sources including local and international news, NGO and IO reports, and social media to identify and code conflict events.

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Oryx

Visit website →Military★★★★★

Oryx OSINT Equipment Tracking

Photo-verified per-entry — gold standard for equipment loss tracking. Cited by NATO analysts.

Oryx documents military equipment losses using open-source intelligence. Each piece of equipment is individually verified through photographic or video evidence.

Data Type:

Equipment losses (destroyed, damaged, captured, abandoned)

Update Frequency:

Continuous updates

Coverage:

February 2022 - Present

Methodology:

Every loss is verified with visual evidence. Equipment is categorized by type, model, and status (destroyed, damaged, captured, or abandoned).

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UNHCR

Visit website →Humanitarian★★★★★

UN Refugee Agency

Official UN agency with legal mandate; data collected via formal registration systems.

The UN Refugee Agency provides official statistics on refugees fleeing Ukraine and internally displaced persons (IDPs).

Data Type:

Refugee numbers by country, IDP statistics

Update Frequency:

Weekly updates

Coverage:

February 2022 - Present

Methodology:

Data is collected through border crossings, registration systems, and coordination with host country governments.

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NASA FIRMS

Visit website →Military★★★★

Fire Information for Resource Management System

Science-grade satellite data. Note: not all thermal anomalies are conflict-related; requires filtering.

Satellite-based fire detection system that can identify active fires and thermal anomalies, useful for tracking explosions and burning equipment.

Data Type:

Satellite fire detections, thermal anomalies

Update Frequency:

Near real-time (3-4 hours)

Coverage:

Continuous global coverage

Methodology:

Uses MODIS and VIIRS satellite instruments to detect thermal anomalies with approximately 1km resolution.

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ISW

Visit website →Military★★★★

Institute for the Study of War

Respected think-tank; analysis may reflect US policy perspectives. Maps are widely cited.

Provides daily situation reports and analysis of Russian military operations in Ukraine, including control of terrain assessments.

Data Type:

Daily situation reports, control maps, analysis

Update Frequency:

Daily updates

Coverage:

February 2022 - Present

Methodology:

Expert analysis combining open-source intelligence, official statements, and military expertise.

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UN OCHA

Visit website →Humanitarian★★★★★

UN Office for the Coordination of Humanitarian Affairs

UN field-verified data; acknowledged to be a conservative minimum due to access limitations.

Coordinates humanitarian response and provides data on civilian casualties, humanitarian needs, and aid delivery.

Data Type:

Civilian casualties, humanitarian situation reports

Update Frequency:

Regular updates

Coverage:

February 2022 - Present

Methodology:

Official UN data collection through field offices and partner organizations.

Limitations & Disclaimers

  • ⚠️Fog of war: In active conflict zones, not all events are reported or documented. Our data represents documented incidents, not total events.
  • ⚠️Reporting delays: There may be delays between when an event occurs and when it appears in our data, especially for remote areas.
  • ⚠️Casualty figures: Casualty numbers are estimates and may be revised as more information becomes available.
  • ⚠️Equipment losses: Only visually confirmed losses are counted, actual losses may be higher for both sides.
  • ⚠️Not official: This is an independent project and is not affiliated with any government or military organization.

Data Access

We believe in open data. All the data displayed on this website is available for download in JSON format for non-commercial research purposes.

Please cite this website and the original data sources when using our data.

Contact & Corrections

If you notice any errors in our data or have suggestions for improvement, please contact us. We take accuracy seriously and will investigate all reported issues.

Email: contact@ukraine-war-analytics.online

Frequently Asked Questions

Where does Ukraine War Analytics get its data?+
Our data is aggregated from established open-source providers: ACLED for conflict events, Oryx for photo-verified equipment losses, UNHCR for refugee and displacement figures, NASA FIRMS for satellite fire detections, the Institute for the Study of War (ISW) for situation analysis, and UN OCHA for humanitarian data. Each source is credited on this page with a reliability rating.
Is the data free to use, and what are the licensing terms?+
We aggregate publicly available data and present derived statistics for non-commercial research and journalism. The underlying datasets remain governed by their original providers' terms — for example, ACLED and NASA FIRMS publish their own licensing and attribution requirements. When reusing data from this site, please cite both Ukraine War Analytics and the original source, and consult the source provider for bulk or commercial use.
How reliable are these data sources?+
Reliability varies by source and is rated on this page from one to five stars. ACLED, Oryx, UNHCR, and UN OCHA are considered highly reliable because they use documented, peer-reviewed, or field-verified methodologies. Satellite data such as NASA FIRMS is science-grade but requires filtering, since not every thermal anomaly is conflict-related.
Why do different sources report different numbers?+
Each organization uses a different methodology and has access to different information. Oryx counts only visually confirmed equipment losses, while other sources may include estimates. UN agencies publish conservative minimums based on verified cases. Differences in counting rules, timing, and verification standards explain most discrepancies between sources.
How current is the data on this site?+
Event data is refreshed daily, refugee and humanitarian figures weekly, and equipment losses continuously as new visual evidence is verified. Each dataset carries the cadence of its upstream provider, so some figures update faster than others.
Do you publish official Russian or Ukrainian government casualty claims?+
No. We do not present raw official military casualty or loss announcements from either party as ground truth. We rely on independent third-party datasets that apply their own editorial and verification standards, and we label estimates clearly.
Can I download the underlying data?+
Yes. We offer JSON exports of events, equipment, and summary statistics for non-commercial research from this page. For complete primary datasets, we recommend accessing the original providers (ACLED, Oryx) directly, as they offer richer downloads and documentation.
How do I report an error in the data?+
Email us at contact@ukraine-war-analytics.online with the page, the figure in question, and a source if available. We investigate all reported issues and update records as upstream providers revise their data.

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