AndreaBozzo/ceres-open-data-index huggingface dataset:
Democratic Republic of the Congo - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Costa Rica - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Czechia - Multi-Sector Needs Assessment (MSNA) - 2023

The 2023 Multi-Sector Needs Assessment (MSNA) in Czechia presents findings from a regional interagency multi-sectoral assessment conducted with Ukrainian refugees. The assessment, carried out by SHC and IOM, aimed to evaluate refugee households' access to basic services, identify service gaps, and understand priorities for the coming year to inform response planning. Using a structured questionnaire, the assessment surveyed purposively selected households, stratified by geographic area and accommodation type. Key topics included health, protection, food security, education, livelihoods, gender-based violence, mental health, cash assistance, and legal needs. The MSNA 2023 provides key insights into the needs and experiences of Ukrainian refugees in Czechia, shaping the 2024 Refugee Response Plan. The dataset has been anonymized for publication under Licensed Use on UNHCR's Microdata Library.

Tags: cash voucher assistance-cva, education, food security, gender-based violence-gbv, health, livelihoods, mental health, needs assessment, protection
Organization: UNHCR - The UN Refugee Agency
Djibouti - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Dominican Republic - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Ghana - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Jordan - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Kenya - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Romania - Multi-Sector Needs Assessment (MSNA) - 2023

The 2023 Multi-Sector Needs Assessment (MSNA) in Romania surveyed 1,222 households representing 3,485 individuals to evaluate the needs of refugees in the country. Conducted from July to September 2023 by a regional interagency team, the assessment aimed to understand refugees’ access to basic services, identify service gaps, and determine refugees’ priorities for the coming year. The data will inform the 2024 Refugee Response Plan, guiding funding and planning requirements for the continued refugee response in Romania. Key focus areas included the in-country refugee population, current level of access to services and how needs are being met, and refugees’ self-reported priorities moving forward. The comprehensive interagency effort provides a critical information baseline to shape an effective, evidence-based humanitarian response.

Tags: cash voucher assistance-cva, education, food security, gender-based violence-gbv, health, livelihoods, mental health, needs assessment, protection
Organization: UNHCR - The UN Refugee Agency
Morocco - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Mauritania - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Nigeria - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Panama - Livelihoods Programme Monitoring Beneficiary Survey, 2022

The UNHCR Livelihoods Monitoring Framework takes a program-based approach to monitoring, with the aim of tracking both outputs and the impact of UNHCR dollars spent on programming (either via partners or through direct implementation).

The process for developing the indicators began in 2015 with a review of existing tools and approaches. Consultations were held with governments, the private sector, field-based staff and civil society partners to devise a set of common, standardized measures rooted in global good practices.

Since 2017, a data collection (survey) has been rolled out globally, and the participating operations conducted a household surveys to a sample of beneficiaries of each livelihoods project implemented by UNHCR and its partner. The dataset consists of baseline and endline data from the same sample beneficiaries, in order to compare before and after the project implementation and thus to measure the impact.

More info is available on the official website: https://lis.unhcr.org
        

Tags: agriculture-livestock, employment, livelihoods, operational capacity, survey
Organization: UNHCR - The UN Refugee Agency
Turkmenistan - IFRC Appeals

The International Federation of Red Cross and Red Crescent Societies (IFRC) is the world’s largest humanitarian network. Our secretariat supports local Red Cross and Red Crescent action in more than 192 countries, bringing together almost 15 million volunteers for the good of humanity.  
  
We launch Emergency Appeals for big and complex disasters affecting lots of people who will need long-term support to recover. We also support Red Cross and Red Crescent Societies to respond to lots of small and medium-sized disasters worldwide—through our Disaster Response Emergency Fund (DREF) and in other ways.  
  
There is also a [global dataset](https://data.humdata.org/dataset/global-ifrc-appeals-data).

Tags: funding
Organization: International Federation of Red Cross and Red Crescent Societies (IFRC)
Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM]

The dataset contains IDPs, returnees at sub national level. The dataset also has reason of displacement, origin and dates of multiple displacements.
The context of displacement in Mali remains complex and fluid. Movements of IDPs currently residing in the southern regions to the northern regions continue to be reported. While some have indicated that they have returned definitively, other IDPs say they travel back and forth between the place of travel and the place of origin.

Tags: affected population, baseline population, displacement, hxl, internally displaced persons-idp, migration, populated places-settlements, refugees, returnees
Organization: International Organization for Migration (IOM)
HDX HAPI - Affected People: Refugees & Persons of Concern

This dataset contains data obtained from the
[HDX Humanitarian API](https://hapi.humdata.org/) (HDX HAPI),
which provides standardized humanitarian indicators designed
for seamless interoperability from multiple sources.
The data facilitates automated workflows and visualizations
to support humanitarian decision making.
For more information, please see the HDX HAPI
[landing page](https://data.humdata.org/hapi)
and
[documentation](https://hdx-hapi.readthedocs.io/en/latest/).

Warnings typically indicate corrections have been made to
the data or show things to look out for. Rows with only warnings
are considered complete, and are made available via the API.
Errors usually mean that the data is incomplete or unusable.
Rows with any errors are not present in the API but are included
here for transparency.


Tags: refugees
Organization: HDX Humanitarian API Data
HDX HAPI - Affected People: Returnees

This dataset contains data obtained from the
[HDX Humanitarian API](https://hapi.humdata.org/) (HDX HAPI),
which provides standardized humanitarian indicators designed
for seamless interoperability from multiple sources.
The data facilitates automated workflows and visualizations
to support humanitarian decision making.
For more information, please see the HDX HAPI
[landing page](https://data.humdata.org/hapi)
and
[documentation](https://hdx-hapi.readthedocs.io/en/latest/).

Warnings typically indicate corrections have been made to
the data or show things to look out for. Rows with only warnings
are considered complete, and are made available via the API.
Errors usually mean that the data is incomplete or unusable.
Rows with any errors are not present in the API but are included
here for transparency.


Tags: returnees
Organization: HDX Humanitarian API Data
Zimbabwe - Internal Displacements Updates (IDU)

Conflict and disaster population movement (flows) data for Zimbabwe.   
  
The **IDU (Internal Displacement Updates) dataset**, provided by the [Internal Displacement Monitoring Centre (IDMC)](https://www.internal-displacement.org/), offers timely event data and provisional information on new internal displacements caused by conflicts and disasters. Representing the most recent available information, the IDU is updated daily and focuses on "flows" (new displacements).  
  
Internally displaced persons (IDPs) are defined according to the [1998 Guiding Principles](https://www.internal-displacement.org/internal-displacement/guiding-principles-on-internal-displacement/) as people or groups of people who have been forced or obliged to flee or to leave their homes or places of habitual residence, in particular as a result of armed conflict, or to avoid the effects of armed conflict, situations of generalized violence, violations of human rights, or natural or human-made disasters and who have not crossed an international border. The IDMC's event data, sourced from the IDU, provides initial assessments of these internal displacements, reflecting continually updated provisional information from various sources.  
  
While the IDU offers early insights, the more thoroughly validated and curated "stock"  (Total number of people leaving on internal displacement) and "flow" (population movements) estimates are available in the annual [Global Internal Displacement Database (GIDD)](http://www.internal-displacement.org/database/displacement-data). Both datasets are accessible via API, with specific guidance on data access, structure, and limitations, including important preprocessing considerations for the IDU to ensure accurate analysis and avoid double-counting. For further detailed information and complete API specifications, users are encouraged to consult the official documentation at https://www.internal-displacement.org/database/api-documentation/.  
  
The IDMC's Event data, sourced from the Internal Displacement Updates (IDU), offers initial assessments of internal displacements reported since the beginning of 2025. This dataset provides provisional information that is continually updated on a daily basis, reflecting the availability of data on new displacements arising from conflicts and disasters. The finalized, carefully curated, and validated estimates are then made accessible through [the Global Internal Displacement Database (GIDD)](https://www.internal-displacement.org/database/displacement-data). The IDU dataset comprises preliminary estimates aggregated from various publishers or sources.  


Tags: cyclones-hurricanes-typhoons, displacement, flooding, internally displaced persons-idp
Organization: Internal Displacement Monitoring Centre (IDMC)