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Global Conflict and Fatality Forecasts for Humanitarian Planning

This collection covers monthly forecasts of conflict events and fatalities with a 36-month horizon, standardized using the Humanitarian Exchange Language (HXL). It provides forward-looking data for global and country-specific risk analysis. The datasets support a consistent workflow for integrating predictive indicators into humanitarian response and early-warning systems.

58datasets

Datasets in this collection

Showing 1–20 of 58

VIEWS: Global Conflict and Fatality Forecasts with 36-Month Lead Time

Monthly conflict forecasts for violent events and fatalities produced by the VIEWS consortium. The system generates predictions up to 36 months in advance for global locations, with the latest update recorded in March 2026.

HxlFatalitiesConflict ViolenceForecasting+1

VIEWS: Global Monthly Conflict and Fatality Forecasts for Three Years

The Violence & Impacts Early-Warning System (VIEWS) provides monthly forecasts for violent conflicts and fatalities globally, extending up to 36 months into the future. Developed by the VIEWS consortium, this CSV-formatted data supports humanitarian and political risk assessment through iterative research-based modeling.

HxlFatalitiesConflict ViolenceForecasting+1

Reinforcement Learning

HDX HAPI: Standardized Conflict Events with HXL Interoperability

Conflict event data aggregated by HDX Humanitarian API Data from multiple sources, updated as of March 2026. It provides standardized indicators for humanitarian decision-making and includes metadata on data quality through warning and error flags.

HxlConflict Violence+1

VIEWS: Global Monthly Conflict and Fatality Forecasts for 36 Months

The Violence & Impacts Early-Warning System (VIEWS) provides monthly conflict forecasts for violent events and fatalities globally, projecting up to 36 months into the future. Developed by the VIEWS consortium, the data is delivered in CSV format and includes Humanitarian Exchange Language (HXL) tags for interoperability. The system is updated regularly to provide early-warning indicators for humanitarian and political stability.

HxlFatalitiesConflict ViolenceForecasting+1

Computer Vision

DRC Conflict Forecasts: Monthly Fatality Predictions for 36 Months

Monthly conflict forecasts for the Democratic Republic of the Congo predicting violent events up to 36 months in advance. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, this dataset provides predictive modeling for fatalities and conflict-related violence. The data is formatted with Humanitarian Exchange Language (HXL) tags for interoperability.

HxlFatalitiesConflict ViolenceForecasting+1

Haiti Conflict and Fatality Forecasts: 36-Month Predictive Data

Monthly conflict and fatality forecasts for Haiti generated by the Violence & Impacts Early-Warning System (VIEWS) consortium. The data provides predictive insights into violent conflict trends up to 36 months in advance. It is maintained by an international research consortium specializing in iterative conflict modeling.

HxlFatalitiesConflict ViolenceForecasting+1

Central African Republic: 36-Month Conflict and Fatality Forecasts

Monthly conflict and fatality forecasts for the Central African Republic produced by the Violence & Impacts Early-Warning System (VIEWS) consortium. The data provides predictive insights up to 36 months in advance and was last updated in March 2026.

HxlFatalitiesConflict ViolenceForecasting+1

Afghanistan Conflict Forecasts: 36-Month Monthly Fatality Predictions

Monthly conflict forecasts for Afghanistan generated by the Violence & Impacts Early-Warning System (VIEWS) consortium. The dataset provides predictive data on fatalities and violence indicators with a forecast horizon of up to 36 months. It was last updated in March 2026 to support humanitarian and early-warning efforts.

HxlFatalitiesConflict ViolenceForecasting+1

Nigeria: VIEWS Monthly Conflict and Fatality Forecasts for 36 Months

The VIEWS consortium provides monthly conflict and fatality forecasts for Nigeria, projecting violent events up to 36 months into the future. This dataset utilizes the Humanitarian Exchange Language (HXL) standard to facilitate integration into humanitarian response workflows. The system generates these predictions through iterative research and development to support early-warning initiatives.

HxlFatalitiesConflict ViolenceForecasting+1

Timor-Leste: 36-Month Conflict and Fatality Forecasts

Monthly conflict prediction data for Timor-Leste generated by the Violence & Impacts Early-Warning System (VIEWS) consortium. The dataset provides forecasts for violent conflict and fatalities up to 36 months in advance, with the most recent update recorded in March 2026.

HxlFatalitiesConflict ViolenceForecasting+1

Armenia Conflict Forecasts: 36-Month Monthly Fatality Predictions

Monthly conflict forecasts for Armenia produced by the Violence & Impacts Early-Warning System (VIEWS) consortium. The data provides predictive modeling for violent conflict and fatalities with a forecast horizon of up to 36 months. It is maintained as part of an iterative research project to anticipate humanitarian crises.

HxlFatalitiesConflict ViolenceForecasting+1

Liberia: Monthly Conflict and Fatality Forecasts Through 2029

Giving access to monthly conflict forecasts for Liberia, predicting violent events and fatalities up to 36 months in advance. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, the data utilizes predictive modeling to support humanitarian risk assessment. The records are formatted according to the Humanitarian Exchange Language (HXL) standard for interoperability.

HxlFatalitiesConflict ViolenceForecasting+1

Colombia Conflict Forecasts: Monthly Fatality Predictions up to 36 Months

The Violence & Impacts Early-Warning System (VIEWS) provides monthly conflict forecasts for Colombia, predicting violent events up to 36 months in advance. Produced by the VIEWS consortium, this data focuses on forecasting fatalities and conflict intensity to support humanitarian and policy planning.

HxlFatalitiesConflict ViolenceForecasting+1

Libya VIEWS: 36-Month Monthly Conflict and Fatality Forecasts

A source of monthly conflict forecasts for Libya, predicting violent events and fatalities up to 36 months in advance. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, the data utilizes predictive modeling to support humanitarian early-warning efforts. The records are formatted for the Humanitarian Exchange Language (HXL) standard and were last updated in March 2026.

HxlFatalitiesConflict ViolenceForecasting+1

Nepal Conflict Forecasts: Monthly Fatality Predictions up to 3 Years

Monthly conflict forecasts for Nepal generated by the Violence & Impacts Early-Warning System (VIEWS) consortium. The data provides predictive modeling for violent conflict and fatalities with a forecasting horizon of up to 36 months.

HxlFatalitiesConflict ViolenceForecasting+1

Yemen Conflict Forecasts: 36-Month Monthly Fatality Predictions

Monthly conflict forecasts for Yemen generated by the Violence & Impacts Early-Warning System (VIEWS) consortium to predict violence up to 36 months in advance. The data focuses on fatalities and conflict-violence events, with the latest update recorded in March 2026. It provides predictive modeling outputs designed for humanitarian and research applications.

HxlFatalitiesConflict ViolenceForecasting+1

Chad: Monthly Conflict and Fatality Forecasts for 36 Months

Supplying monthly conflict and fatality forecasts for Chad, projecting potential violence up to 36 months into the future. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, the data is formatted in CSV and was last updated in March 2026. It serves as a predictive tool for humanitarian and security organizations to anticipate shifts in regional stability.

HxlFatalitiesConflict ViolenceForecasting+1

Ethiopia Conflict Forecasts: Monthly Fatality Predictions up to 3 Years

Conflict forecasting data for Ethiopia featuring fatality predictions and violence indicators produced by the VIEWS consortium. The dataset provides monthly projections extending up to 36 months in advance to support humanitarian early-warning efforts. It utilizes HXL-standardized tags for integration into broader humanitarian data workflows.

HxlFatalitiesConflict ViolenceForecasting+1

Myanmar Conflict Forecasts: 36-Month Monthly Projections and Fatalities

A source of monthly conflict forecasts for Myanmar, projecting violent conflict outcomes and fatalities up to 36 months into the future. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, the data utilizes HXL-tagged indicators to support humanitarian risk assessment. The records are part of an iterative research system that generates predictive modeling outputs for conflict-violence trends.

HxlFatalitiesConflict ViolenceForecasting+1

Madagascar VIEWS: 36-Month Conflict and Fatality Forecasts

Monthly conflict forecasts for Madagascar predicting violent events and fatalities up to 36 months in advance. Produced by the Violence & Impacts Early-Warning System (VIEWS) consortium, the data is provided in CSV format with HXL tags. The system utilizes iterative research to generate predictive models for humanitarian and security planning.

HxlFatalitiesConflict ViolenceForecasting+1

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Global Conflict and Fatality Forecasts for Humanitarian Planning — Topics | DataSalon