Data Collection, Analysis and Research

UNODC, in cooperation with the United Nations Entity for Gender Equality and the Empowerment of Women (UN-Women), provided updated global estimates of intimate partner/family member femicides through annual publications on femicides (in 2022, 2023 and 2024).  

In addition, in cooperation with UN-Women, UNODC published the Statistical framework for measuring the gender-related killing of women and girls (also referred to as “femicide/feminicide”), which identifies a typology of gender-related killings of women and girls and the list of variables that can be used to identify and count the various types of such killings. 

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DPO collect data through qualitative and quantitative reporting to monitor progress, trends, and challenges including on protection and prevention to ending violence against women. Through WPS quarterly reporting, the peacekeeping operations report on gender-based violence incidents and survivors, gender responsive patrols by the military and police and local early warning mechanisms for prevention.

During the reporting period, Monitoring, Analysis and Reporting Arrangements (MARA) on Conflict-Related Sexual Violence (CRSV) were operational in MINUSMA, MINUSCA, MONUSCO, UNMISS, UNAMID and were central to peacekeeping efforts to address CRSV including through enhanced information sharing across civilian, police, and military mission components and the broader UN family and NGOs. The MARA supported the development of comprehensive analysis on the impact of the COVID-19 pandemic; supported the facilitation of the timely referral of survivors to essential services; supported to the development of action plans for implementation of national CRSV commitments; and informed targeted advocacy and sensitization efforts. Analysis from the MARA Working Groups also provided substantive content for the Secretary General’s Annual Report on Conflict-Related Sexual Violence with respect to the DRC, CAR, Mali, Sudan and South Sudan, including the “listing” of parties credibly suspected of committing or being responsible for CRSV.

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Organizations that work directly with underserved women, survivors and communities gain valuable insights into effective strategies for addressing violence against women and girls. The UN Trust Fund systematically captures, curates and shares this practice-based knowledge and experience so that all can benefit. This occurs through one-on-one communications with grantee partners, learning exchanges, independent evaluations, thematic knowledge products co-produced with grantee partners, webinars and knowledge cafés.

Key data collection activities initiated during the reporting period include:

• An annual organizational survey among active grantee partners in addition to an annual partner survey introduced by the UN Trust Fund in 2021 to monitor the views of key partners (such as UN agencies, donors, other women’s funds, academic/research institutions and other CSO and WRO partners).
• In 2022, the UN Trust Fund launched SHINE, an online platform developed in collaboration with the Spotlight Initiative, which serves as a knowledge hub for civil society and women’s rights organizations, UN agencies, academics, researchers, practitioners, donors, and the private sector to co-create and amplify evidence-based knowledge that advances the shared goal of ending violence against women and girls.

The UN Trust Fund expands the global knowledge base by curating practice-based knowledge from the initiatives it supports, in co-creation with grantee partners. Between 2021 and 2024, the UN Trust Fund co-produced with civil society organizations a total of 34 knowledge products to codify the practice-based knowledge and learnings of grantee partners, whilst 79 final, external evaluations of grantee initiatives were produced with the support of the UN Trust Fund during this time. 

Finally, the UN Trust Fund also supports grantee partners’ capabilities to generate data and knowledge by providing dedicated funding and delivering tailored trainings and technical support. The eight grants awarded under the ACT programme in 2024 included, for the first time, a specific budget allocation for practice-based knowledge and learnings. An average of 59% of active grantee partners between 2021 and 2024 reported having an ability to produce knowledge or learning on ending violence against women programming with UN Trust Fund support.

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During the last quarter of 2020, UNCHR's registration and case management system, ProGres v4, was upgraded. The operationalization of the CP and GBV modules was supported through a series of trainings and tailored technical support provided to country operation to increase their awareness and understanding of the new enhancements. The continued deployment of the ProGres v4 CP and GBV modules has increased the ability of operations to standardize and disaggregate the GBV and CP Case Management data for program quality and trend analysis.

The collection of survivors' personal data concerning GBV incidents is carried out only if the survivor has consented and wishes to be referred for protection or assistance in accordance with the GBV Guiding Principle and data protection principles, as outlined in UNHCR's GBV Policy. In the case of children, specific procedures for obtaining consent/assent from parents/caregivers and/or children are required, in adherence with the best interests of the child.

A standardized GBV Safety Audit tool has been developed to assess and monitor overall safety and GBV risk mitigation and response measures in operations, and to collect site-level information. Operations are utilizing the tool to inform programming.

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IOM developed the Intersectional Gender Analysis (IGA) toolkit in 2024, which aims to provide practical guidance to apply intersectional gender analysis in their work across different contexts and thematic areas. The toolkit includes guidance on safely collecting and utilizing data on violence, exploitation and abuse. IOM is currently piloting the toolkit in Afghanistan, Costa Rica, South Sudan and Ukraine. The piloting involves GBV technical leads in each country office to ensure protection mainstreaming and clear safe referrals of GBV. Moreover, GBV specialists' involvement adds value to reduce risks of overlooking inequalities and of causing harm, as well as to assure upholding human rights for women, girls and vulnerable groups to GBV.    

In 2020, IOM global GBV support team and Displacement tracking matrix developed tools, guidance and training to strengthen standards for safe and ethical GBV data collection in emergencies. Since 2021 IOM have been rolling this training out across DTM teams.  

In 2023, through the support of the Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) GmbH, IOM developed the study on Gendered Reintegration Experiences and Gender-Sensitive/Responsive/Transformative Approached to Reintegration Assistance. The study examines GBV as it affects women's reintegration and offers recommendations for specialized services for GBV survivors. 

In 2023, supported by the Ministry of Foreign Affairs of the Netherlands, IOM published the Global Report - Mapping and Research to Strengthen Protection and Assistance Measures for Migrants with diverse SOGIESC, highlighting protection risks and vulnerabilities, including GBV, as well as key assistance measures for migrants with diverse SOGIESC.  

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Gathering data and evidence on VAWG is vital for gaining insight into the scope, nature, severity and frequency of the different forms of violence experienced by women globally. This data can also help to shed light on who is at highest risk, identify perpetrators, locate hotspots, and reveal the myriad consequences of this violence for individuals, families, communities and societies. This evidence also helps to understand whether survivors can access existing support services. To get a full picture, UN Women supports the production of quality data from different sources to track progress against the SDGs, including prevalence survey data, administrative data, policy data, qualitative data and innovative methods and sources such as big data and remote data collection. In 2022 and 2023, UN Women supported institutions, governments, CSOs and academics to analyse, use and disseminate high-quality statistics and evidence on VAWG by working to increase capacities for the production of quality, comparable prevalence data on VAWG to track SDG progress; strengthen knowledge and data on femicides to support prevention and response interventions; increase the capacities of institutions to collect, analyse, use and disseminate high-quality administrative data on VAWG; and advance innovations to fill critical data gaps on VAWG. UN Women’s work on data and research also includes managing a comprehensive repository on government actions to address VAWG: the Global Database on Violence against Women. One of UN Women’s most popular portals, it receives more than half a million visitors a year.

Specific examples of UN Women’s work include:

Strengthened national statistical offices in 21 countries.

• Developed the Statistical Framework for Measuring Femicide with UNODC.
• Published the Global Technical Guidance for Administrative Data on VAWG to standardize reporting.
• UN Women America's & Caribbean Regional Office collected data using behavioural insights to develop evidence-based strategies to address TFVAW.
• UN Women Multi country office– Caribbean supported the increased availability of globally comparative VAWG prevalence data in the Caribbean through the first round of national prevalence surveys in Grenada, Guyana, Jamaica, Trinidad and Tobago and Suriname.
• UN Women MCO – Caribbean published the first studies on the Economic Costs of Violence Against Women and Girls in the Caribbean, in Grenada and Jamaica, and completed an additional ECOVAWG Study in Guyana.
• Research outputs included a costing study on IPV, big data analysis on VAW during crises (in the Pacific) and during COVID, pioneering studies on VAW in politics, violence against LGBTIQ+ people and measuring social norm change in Nepal. UN Women also supports national efforts to improve administrative data systems and is piloting the UN-endorsed statistical framework on femicide.

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UNFPA supports the global geospatial knowledge platform to assist in knowledge sharing related to the prevalence of intimate partner violence for 119 countries and their subregions. A geospatial dashboard on IPV was launched in December 2020, and an accompanying report on IPV data was published in May 2021. 

During emergencies, UNFPA is a lead agency in enabling safe and ethical service data collection and management, including coordinating the GBV Information Management System (GBVIMS) Steering Committee (UNFPA, UNICEF, UNHCR, IRC and IMC). Online (Primero/GBVIMS+) and offline (GBVIMS) GBV case management and incident monitoring systems facilitate safe and ethical GBV data collection and sharing in order to support a continuous process of evaluation in the improvement and coordination of services to ensure that survivor-centered care is supported, and support quality service provision by providing a set of tools which help service providers to support survivors in an integrated manner. GBVIMS and GBVIMS+ are currently used by 159 non-governmental organisations (139 national and 20 international) and engage 12 UN entities in 25 countries. 

At the start of the COVID-19 pandemic, UNFPA was at the forefront in projecting the impact of women and girls. In April 2020, UNFPA, Avenir Health and Johns Hopkins University published modelled data on the impact of the pandemic on gender-based violence, female genital mutilation and child marriage. This model has been highly cited to exemplify the devastating effects of the pandemic on efforts to end VAW. UNFPA estimated that if the lockdown continued for 6 months, 31 million additional gender-based violence cases could be expected, and for every 3 months of continued lockdown, an additional 15 million additional cases of gender-based violence were to be expected. It was also estimated that 2 million cases of FGM and 13 million cases of child marriage that could have been otherwise prevented, would occur as a consequence of the pandemic.

UNFPA is undergoing a costing exercise for GBV programs at country level. By August 2021, the cost of UNFPA’s GBV prevention and response programmes had been estimated for 9 countries.

As of 2021, 15 GBV prevalence surveys and 24 countries have benefited from the kNOwVAW data capacity building initiative.  This initiative also supported 9 countries in the Asia Pacific to publish reports with findings of a VAW prevalence survey.

In November 2020, the East Asia and Pacific Regional Offices of UNFPA, UN Women and UNICEF launched a joint study exploring and illustrating the interlinkages between violence against women and violence against children in four countries, namely Cambodia, Papua New Guinea, the Philippines and Viet Nam.

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In 2023, FAO published the Status of Women in Agrifood Systems (SWAF) report. The report evaluates the limited existing evidence on GBV in agrifood systems and offers examples of successful strategies for mitigating, preventing, and addressing GBV. By offering concrete examples and identifying research needs, this report contributes to a deeper understanding of GBV in the agrifood context and supports the development of targeted interventions to mitigate violence against women and girls, particularly in rural agricultural settings.

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UNFPA plays a pivotal role in data collection, analysis, and research to enhance understanding and response to VAW. 

One of its flagship initiatives, kNOwVAWdata, provides technical support and capacity-building for ethical and robust VAW prevalence studies. Launched in 2016 in Asia-Pacific, it has since expanded to Eastern Europe, Central Asia, the Middle East, Africa, and Latin America and the Caribbean. The initiative helps countries collect and use data to inform programming and monitor SDG 5 on gender equality. 

In humanitarian settings, UNFPA leads GBV administrative data collection through the Gender-Based Violence Information Management System (GBVIMS), ensuring ethical handling of sensitive data to improve response efforts. In 2024, the UNFPA Humanitarian Response Division conducted an external review of GBVIMS, assessing progress and UNFPA’s role as a lead agency. 

Regional Data and Research Efforts 

• West & East Africa: In partnership with UNICEF and the Innocenti Center, UNFPA launched an operational study in 2024 to develop technical guidance for FGM and child marriage programming in humanitarian settings. 
• Arab States: Published "Voices from Syria" and "Voices from Sudan," providing qualitative insights into GBV in crisis settings. 
• Asia-Pacific: Supports VAW prevalence studies, ensuring ethical and robust methodologies. From 2021-2024, APRO supported national surveys in Bangladesh, Bhutan, Indonesia, and Vanuatu—with 32 out of 36 countries having conducted at least one study, and 12 with comparable data to track changes over time. In 2024, APRO and the University of Melbourne published research on technology-facilitated GBV in Asia, including in-depth studies in three countries. UNFPA also ran GBV data learning sessions in four countries in the Pacific under the Spotlight Initiative, hosted a GBV data course in Fiji, and developed the GBV Administrative Data Toolkit for the Pacific. 
• Latin America & Caribbean: Conducted the first regional qualitative research on child marriage and early unions (CMEU) in eight countries, in collaboration with Plan International, making the issue more visible. Based on this research, UNFPA and UNICEF launched an inter-agency strategy to eliminate CMEU, including the Allies for Children and Adolescents Free of Harmful Practices regional platform. 

Through these initiatives, UNFPA strengthens evidence-based policies and interventions, ensuring accountability in the global fight against GBV and harmful practices. 

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UNDP has been striving to collect and analyse evidence that will be a baseline for all activities to achieve gender equality and end GBV.

In 2020, UNDP Timor-Leste under the Spotlight Initiative conducted a baseline study on Gender-Based Violence and an assessment of laws, policies, and practices affecting gender equality and gender justice in the country. The baseline is being used to provide tailored support to the National Parliament and others, on legislative amendments to align Timorese legislation with international standards.

UNDP India undertook a study to understand the social and the economic impact on women migrant workers. This report, published in July 2020, collected evidence from 12 states (both interstate and intrastate).

In the Dominican Republic, UNDP presented infographic based on an analysis of violence against women differentiated across the life cycle. It includes advances in the legal framework, challenges, and data on intrafamily and domestic violence, sexual violence and femicide.

In Honduras, UNDP and USAID conducted analysis and presented infographic to make visible and recognize the situation of violence against women, based on the evidence. It contains the main needs and demands of women as rights holders, to reinforce achievements and make sustained progress towards equality.

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