Data Collection, Analysis and Research

An initiative by Persatuan Sahabat Wanita, Selangor (Friends of Women Organization, Selangor) in Malaysia focuses on addressing the rising problem of harassment of women workers, particularly undocumented migrant and domestic workers, who are at heightened risk of all forms of gender-based violence. Some activities could not be carried out as planned during 2020 because the impact of the COVID-19 pandemic required the grantee to adapt some initiatives, deliver some virtually and postpone others. Nevertheless, despite the challenges, progress was made in some key project areas, including: the development of an app to report abuses and provide information; gathering and analysing baseline data using responses from 100 women; disseminating information relating to sexual harassment, including launching a video on sexual harassment on Facebook during the 16 Days of Activism, which was widely viewed; and training 15 domestic worker leaders during a short lifting of the ban on gatherings due to COVID-19. The grantee also provided relief to those most at risk during the pandemic and 60 families received emergency aid. Hide

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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ESCWA, in partnership with UN Women, held an Expert Group Meeting on “Methodologies for estimating the costs of achieving the Sustainable Development Goal 5 (SDG 5)” to receive input and expert advice on the proposed approaches and methodologies to estimate the opportunity cost of achieving the SDG 5 in the Arab States.ESCWA, in partnership with UNDP, UNFPA, and UN Women, under the Gender Justice & the Law project, has updated all country studies to account for amendments to legislation impacting gender justice and violence against women in the Arab region. Additionally, ESCWA developed the Gender Justice Portal (http://genderjustice.unescwa.org/), which includes all relevant materials on the legislation impacting gender justice and violence against women in the Arab region.ESCWA published the “Violence Against Women Survey Implementation Toolkit: Complete questionnaire for a stand-alone survey.”ESCWA contributed to a “Situational Analysis of Women and Girls in MENA and Arab States Region” coordinated by UNICEF and in partnership with UN Women, UNICEF, UNDP, UNFPA, WFP, WHO, UNESCO, FAO, Tdh, and Plan International.  The situational analysis aims to present a snapshot of the lives of women and girls in the Arab region, including instances of violence against women and women’s access to justice.ESCWA, in partnership with UN Women, UNICEF, UNFPA and National University of Ireland, Galway, produced the technical report on “Estimating the Cost of Child Marriage in the Arab Region: Background Paper on the Feasibility of Undertaking a Costing Study”  ESCWA, in partnership with UN Women, UNFPA, UNDP, UNODC and WHO, is undertaking a research study on domestic violence service provider coordination and referral systems in the Arab regionESCWA, on behalf of the Palestinian Ministry of Women’s Affairs, is currently conducting a Rapid Gender Analysis (RGA) of the May 2021 aggression against the Gaza Strip, including an analysis of the impact on GBV and access to GBV services.ESCWA contributed to a Rapid Gender Analysis (RGA) of the Beirut Port Explosions, which was coordinated by UN Women, in partnership with UNFPA, CARE and ABAAD. The analysis includes a discussion of the impact of the aftermath of the explosion on GBV and access to GBV services.ESCWA, in partnership with the National University of Ireland, Galway, supported the Palestinian Ministry of Women’s Affairs with the technical paper on the “Economic Costs of Marital Violence against Women in the State of Palestine.”ESCWA is supporting the Jordan National Commission for Women to implement a national survey to estimate the cost of the out of pocket expenses for survivors of domestic violence. Hide

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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UNODC, through its Center of Excellence in Statistical Information on Government, Crime, Victimization and Justice in Mexico, continued to develop a statistical framework for the measurement of gender-related killing of women and girls. Together with UN Women, UNODC launched a Global Consultation on a Common Statistical Framework on Gender-Related Killings of Women and Girls (Femicide/Feminicide). This initiative responds to the 2019 request by the UN Statistical Commission to develop such a framework, based on the International Classification of Crime for Statistical Purposes. National institutions, civil society organizations and academics all over the word were invited to participate in the consultation and submit their responses.

In Kyrgyzstan, UNODC supported the use of gender-disaggregated statistical forms of gender-related crimes to be included in the electronic crime registry.

UNODC published the study "Abused and Neglected - A Gender Perspective on Aggravated Migrant Smuggling Offences and Response", which found that despite recurring cases where smuggled persons' life and safety is put at risk or where they are subjected to inhuman or degrading treatment there is little to no evidence of judicial responses to put an end to their impunity.

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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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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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Reliable, high-quality data is essential to understanding and addressing violence against women and girls. Without robust data collection, tracking trends, and measuring the effectiveness of interventions, policymakers and practitioners lack the evidence needed to drive meaningful change. Spotlight Initiative has played a critical role in strengthening national data systems, ensuring that governments and institutions have the tools to collect, analyze, and use data effectively. By enhancing digital infrastructure, standardizing methodologies, and building capacity, the Initiative has improved the availability of disaggregated, globally comparable data on violence against women and girls to inform policies, services, and advocacy efforts.  

 

The Initiative has supported the development of national data systems, training thousands of government personnel to enhance their ability to produce and analyze prevalence and incidence data on violence against women and girls. Since 2019, 1,151 national statistics officers have strengthened their capacity in this area, and 55 national statistics offices have developed, adapted, and contextualized methods and standards to generate national-level data. This has led to a significant increase in the availability of publicly accessible data: 

• 94 per cent of target countries regularly report data on intimate partner violence—an increase of 32 per cent since the Initiative began. 
• 78 per cent of target countries have publicly available data on femicide. 
• 86 per cent of target countries report on female genital mutilation. 

Strengthening digital infrastructure has been a key component of these efforts. In Mozambique, for example, the InfoViolência database, which tracks gender-based violence cases, expanded significantly with Spotlight Initiative’s support. The number of registered cases tripled within a year, reaching approximately 6,000 cases in 2022. Investments in training police officers, government officials, and other duty-bearers have ensured that data collection processes are standardized and effectively implemented across all target districts. 

Similarly, Spotlight Initiative supported the establishment and expansion of the National GBV Data Situation Room and Dashboard in collaboration with the Federal Ministry of Women Affairs Nigeria from the six target states in which the Initiative works to 36 states and Federal Capital Territory (FCT). Additionally, the SGBV Accountability Tracker was launched in collaboration with Nigerian Governors’ Wives Forum and the Child Protection Information Management System was also established. As a result, reportage has been scaled up to ensure that GBV data is well coordinated for strengthened policy making and improved national response to violence against women and girls. 

Spotlight Initiative and the government of Jamaica helped establish a new GBV victim data dashboard geographic information system, strengthening efforts to prevent and, over time, reduce the prevalence of violence against women and girls.  This Early Warning Awareness and Response System provides the security, health, and justice sectors with critical, up-to-date information on violence against women and girls, enabling stakeholders, including law enforcement, to map hotspots, conduct risk assessments, and (through heat mapping) develop predictive analysis for all parishes in the country. The data collected will inform policies, programmes, and the response strategies (of service providers), and support the development and roll-out of effective prevention programmes. 

Beyond national efforts, Spotlight Initiative has contributed to groundbreaking research and knowledge-sharing initiatives to deepen understanding of gender-based violence. By producing high-quality data and making it widely accessible, the Initiative has empowered governments, civil society, and international organizations to take evidence-based action in preventing and responding to violence against women and girls. 

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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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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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