Meeting the Moment

Family Planning and Gender Equality

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Table of Contents

This report comes at a critical time in our movement. We’re at the intersection of several crises.​

Foreword

Foreword

Letter from Dr. Samukeliso Dube, Executive Director, FP2030

Measurement Overview

Measurement Overview

Voluntary, rights-based family planning is essential for progress on gender equality.

Global Trends

Global Trends

After a decade of progress during the FP2020 partnership and resilience in the face of the global COVID-19 pandemic, the global family planning movement faces new challenges.

Regional Profiles

Regional Profiles

This year, with commitments in hand from every region with an FP2030 hub — Asia and Pacific; East and Southern Africa; North, West, and Central Africa; and Latin America and the Caribbean — we expand our scope to include all four regions.

Finance

Finance

Global funding for family planning is a stool with three legs: domestic government expenditures, international donor contributions, and consumer spending.

Resources

Resources

The FP2030 Measurement Framework includes more than 20 indicators, such as Modern Contraceptive Prevalence, Unmet Need, Demand Satisfied, and Method Mix.

Foreword

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Globally, 800 women are dying every day in childbirth218 million women in low- and middle- income countries have an unmet need for modern contraception — meaning they want to avoid a pregnancy but are not using a modern method.

Women are already bearing the brunt of our changing climate as they care for their families through weather disasters, conflict over strained resources, and more. Now, research shows key metrics of gender equality are eroding with an estimated timeline of 132 years to attain gender equality if we continue at the rate we have been moving – an unacceptably slow pace. And because of gendered power dynamics, funding for family planning globally remains deprioritized, difficult to secure, and overly politicized; amidst shrinking democratic spaces that threaten achievements in human rights. 

It’s enough to make many global leaders throw their hands up and decide to focus their attention – and their resources – elsewhere.  

But that would be a mistake of colossal proportions, and it’s one the world can’t afford for us to make. Investing in family planning remains one of the best buys in global health. I want our world leaders to take pause and realize the potential we have in front of us if we meet this foundational human right of universal access to modern contraception. With the deadline for the Sustainable Development Goals around the corner, this is a time to be energized, and to have enough optimism to meet this moment.  

Because there is good reason for optimism.

According to UNFPA, for every dollar invested in family planning, benefits to families and societies are estimated to be at least $8.78, altogether generating $660 billion in economic benefits by 2050. The Guttmacher Institute has found that every additional dollar spent investing in family planning would save $3 in reproductive, maternal, and newborn healthcare costs. 

Ensuring everyone, everywhere has the ability to decide if, when, and how many children they want to have is first and foremost the right thing to do. Ensuring this human right is universal is a worthy goal in and of itself. But also, actualizing this right has significant benefits toward accelerating progress for countries’ economies, and for the entire global community working to achieve the Sustainable Development Goals. Contraception is a catalyst for gender equality, climate change resilience and preparedness, and economic prosperity.  

So where do we start? At home. FP2030 decentralized from one secretariat in Washington DC, to five regional hubs in Nairobi, Abuja, Kuala Lumpur, and Panama City, in addition to an office in Washington DC. We have changed our structure to meet this moment, with more emphasis on country-level and regional impact. We now have regional expertise to work with national decision makers in their own country context, with attention to their own social and gender norms. The barriers faced by women in New Delhi, while similar to a certain extent, are different than those in Nairobi, and it’s critical our organization has the tools to address these unique contexts.  

And I believe our approach is working. The modern contraceptive prevalence rate has risen at more than twice the average rate in six countries—Burkina Faso, Madagascar, Malawi, Mozambique, Sierra Leone, and Uganda—MCP has risen by more than 1 percentage point per year since 2012. These are remarkable achievements, especially amidst the challenges of stagnant funding and the lingering disruptions from the COVID-19 pandemic.  

There are also success stories around contraceptive methods. In 2012 there was only one country (Burkina Faso) in which implants were the most commonly used method of modern contraception. Today implants are the most commonly used method in 11 countries and the second-most commonly used method in another 16 countries. This is a story of innovation, bold leadership, and responsiveness, and I hope to see more stories like this in the coming years: where what women want – a particular method that works with their lifestyles – is quickly scaled up and made available on a large scale.  

In this report, you’ll hear more success stories: more people than ever before are using voluntary, rights-based contraception. You’ll also learn more about the opportunities ahead. 

The evidence is clear: we can meet this moment, but we must work together and foster mutual accountability toward tangible results, ultimately achieving universal access to rights-based family planning. It’s time to rally for progress, to double down on what we’ve achieved so far and go even further. Women can’t wait.  

Onward! 

Dr. Samukeliso Dube 

Measurement Overview

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Until women are able to decide for themselves what happens to their own bodies, gender equality will remain an unreachable dream.

Access to contraception is the critical factor that unlocks a world of possibilities for women and girls: finishing school, pursuing a career, planning for and starting healthy families, and participating fully as equal members of society. Voluntary, rights-based family planning is essential for progress on gender equality.

At the same time, a keen understanding of gender norms and constraints is essential for family planning programs to succeed. Harmful gender dynamics are some of the most persistent barriers to contraceptive use. Child marriage, reproductive coercion, misinformation, and stigma all prevent individuals from exercising reproductive agency and accessing family planning services. Gender discrimination in the health workforce and the absence of women’s voices in program design lead to inadequate services that do not truly meet people’s needs. Antiquated policies and lack of funding for women’s health result in fewer contraceptive choices, increased likelihood of stockouts, and service quality issues — which in turn translate directly into fewer people using and benefiting from contraception.    

That’s why adopting an intentionally gender-transformative strategy is key to accelerating progress on contraceptive use, advancing gender equality in society at large, and ultimately achieving the Sustainable Development Goals.

FP2030 and Gender

Gender has been a dominant focus throughout the past year of FP2030. At the 67th Commission on the Status of Women in March 2023, we launched the FP2030 Gender Strategy, a set of principles and approaches designed to make FP2030 more effective, more strategic, and more representative of women, girls, and all people. At the International Maternal and Newborn Health Conference in May, we hosted Stronger Together, bringing together two critical areas of care—maternal and newborn health and family planning—to discuss how an integrated approach can save the lives of both mothers and newborns while also increasing the use of family planning post-partum.  At Women Deliver in July, we hosted Equity Means Everyone: Expanding the family planning movement to achieve the SDGs, focused on how the movement for voluntary family planning is intrinsically tied to the broader movement for human rights. That was also the theme in our two Women Deliver pre-conferences, Girls Deliver and Gender and the Climate Crisis. And at COP28 in November we were able to deepen our relationships with population, health, and environment experts. Women are uniquely vulnerable to climate change and also uniquely positioned to take climate action; their needs must be part of the equation when developing adaptive strategies. 

The links between family planning and gender equality are the central theme of this year’s Measurement Report. Our data set covers 85 countries, including for the first time Botswana and Namibia, two middle-income countries that have now made commitments to FP2030, and Jordan, which has moved into the lower-middle income category.1 The report also reflects the impact of the decentralized FP2030 Global Support Network, with input from all five Regional Hubs: Asia and Pacific; East and Southern Africa; North, West, and Central Africa; and Latin America and the Caribbean. 

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Global Trends finds the family planning movement at a pivotal moment, with progress in contraceptive use juxtaposed against diminishing international aid and shifting political priorities.

The number of women using modern contraception has grown by 92 million since the outset of this partnership in 2012, and modern contraceptive prevalence has increased to 35.2%. Countries with the lowest levels of contraceptive use a dozen years ago are now in the midst of a family planning boom, other countries have successfully reinvigorated aging programs, and highly effective, long-acting implants have become the method of choice across much of Africa. 

But there are also warning signs ahead. The population of contraceptive users is continuing to rise, but global funding for family planning is stagnant. Contraceptive prevalence in some countries is plateauing at low levels despite a high percentage of women still wanting to limit or space births. Other countries are moving into a phase where continued progress will depend on serious investment in transforming gender norms and scaling up high impact practices.  

Download Impact Graphic

Snapshot of Progress

After a decade of progress during the FP2020 partnership and resilience in the face of the global COVID-19 pandemic, the global family planning movement faces new challenges. Contraceptive use is continuing to grow and programs are expanding in many countries, but data suggest plateauing levels of overseas development aid. Geopolitical conflicts in Ukraine and the Middle East are diverting development assistance and challenging global cooperation. And the global movement to deny sexual and reproductive rights, particularly to adolescents and LGBTI people, has been bolstered by the United States Supreme Court’s overturning of the right to abortion. Together these challenges suggest that the family planning field is at an inflection point. Further progress in family planning is not guaranteed, and there are warning signs emerging from country, regional, and global data.     

Despite these challenges, this year’s data illustrate the continued momentum of contraceptive growth and access to contraceptive services in many countries. There are just over one billion women of reproductive age (15-49) across the 85 reporting countries, and at the mid-point of 2023 an estimated 377 million of those women were using a modern method of contraception (Download Figure 1). Their use of modern contraception averted 141 million unintended pregnancies, 30 million unsafe abortions, and 141,000 maternal deaths in the last year alone. 

The number of women using modern contraception has grown by 92 million since the outset of this partnership in 2012. Part of that is because of population growth: the number of women of reproductive age across the 85 countries has grown by 177 million since 2012 — a 20% increase. But it’s also because a rising proportion of women are choosing to use modern contraception. Today, among all women of reproductive age, 35.2% are using a modern method of contraception. Twelve years ago, the figure was 31.9%. This upward shift reflects the impact of the FP2030 partnership to “bend the curve” and expand rights-based family planning.   While 3.3 percentage points is the increase in MCP across all 85 countries, this average is heavily weighted by the very populous nations in Asia which already have high MCP and are therefore progressing slowly. What the global average obscures is the extremely rapid growth in other regions (Download Table 1). Sub-Saharan Africa leads the world, with an increase of 6.4 percentage points since 2012 — twice the average rate of growth. This works out to 32 million additional users of modern contraception just in Sub-Saharan Africa alone.  

Another way to visualize growth is by looking at the average annual increase in MCP, both by region and by country (Download Figure 2). The average rise in MCP across all regions is 0.3% each year. But the fastest-growing regions (Western Africa and Eastern & Southern Africa) are moving at twice that rate. And in six countries  Burkina FasoMalawiMozambiqueMadagascarSierra Leone, and Uganda  MCP has risen by more than 1 percentage point per year since 2012. These are remarkable achievements, especially amidst the challenges of stagnant funding and the disruptions of the COVID-19 pandemic.   

 

Regional Profiles

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In last year’s report we opted for a narrow approach to the Regional Profiles section, focusing only on Sub-Saharan Africa and the 15 countries in the region that had finalized their FP2030 commitments by August 2022. This year, with commitments in hand from every region with an FP2030 hub — Asia and Pacific (AP); East and Southern Africa (ESA); North, West, and Central Africa (NWCA); and Latin America and the Caribbean (LAC) — we expand our scope to include all four regions.

Our focus this year is postpartum family planning, a topic chosen specifically by the Regional Hubs. In 2023 there were more than 95 million births in low- and lower-middle income countries, and 59 million births were unintended.4 Additionally, more than 80% of births to the youngest mothers (under the age of 20) occur in these countries. Postpartum family planning is a high impact practice with demonstrated ability to improve maternal and newborn health outcomes and increase the uptake of contraception.

Each regional section begins with a demographic update on the population of women of reproductive age (WRA), changes over time to this population, the total fertility rate (TFR), total number of births, median age of the population, modern contraceptive use, and most common methods used in region. All demographic data is sourced from the United Nations Population Division.

We next summarize the results of the Gender Equality and Social Inclusion Assessment (GESI) for the region, where available. The gender assessment process began in 2023 with the ESA and NWCA hubs, and is continuing in 2024 with the AP hub. (The LAC hub has not yet initiated the process.) The gender assessments provide a framing context for the region, highlighting how gender norms and policies influence family planning at the individual, household, community, and societal level.

While gender norms and laws affect women and girls throughout their lives, the impacts are perhaps most profound in relation to pregnancy. Women’s physical, emotional, and financial wellbeing throughout the pregnancy continuum — from prenatal to postpartum — are heavily shaped by gendered expectations and limitations.

In our data analysis, we review postpartum family planning use in the context of pregnancy risk and spacing between births (birth intervals) using Demographic Health Surveys. We analyze the extent to which postpartum modern contraceptive use5 differs based on place of delivery, the age of the mother, and whether she was married or not when she had her first child. We also explore health systems-level indicators, such as the timing of postnatal checks and the content of these postnatal checks, to identify patterns and suggest opportunities for improvement.

While this analysis focuses on counseling and uptake during the postpartum period, family planning options should be discussed with women during antenatal visits as well. The World Health Organization recommends a minimum of eight antenatal contacts, which should include discussion of postnatal family planning options along with other critical health concerns.6

Note: Because of data accessibility limitations for Latin America and the Caribbean, we are only able to provide a demographic update for that region.

4.The two figures should not be directly compared since they come from different sources. The estimate of 95 million births is from the UN Population Division (population.un.org/wpp). The estimate of 59 million unintended births is from Track20’s impact calculator: (track20.org/pages/data_analysis/publications/methodological/estimating_impacts.php).

5.The analysis was limited to most recent births that were at least 12 months before interview.

6. World Health Organization, WHO Recommendations on Antenatal Care for a Positive Pregnancy Experience (Geneva: WHO, 2016), https://iris.who.int/bitstream/handle/10665/250796/9789241549912-eng.pdf.

Key Recommendations

Prompt postnatal checks are critical. Women in the first postpartum weeks have little risk of pregnancy, but this is a critical window for counseling on family planning. It is a time when women are in contact with health providers for essential services, and every touchpoint is an opportunity to ensure that their contraceptive needs are being met. Too many women are unprepared for the return of fertility because family planning was not offered postpartum. Women should be counseled on all the contraceptive options available to them, including methods that can be initiated immediately after delivery. Early counseling is strongly correlated with higher uptake of contraception.

In our analysis we found that in every region and every country (with the sole exception of Cambodia), MCP is higher for women who received their postnatal checks within 4 hours of delivery compared to women who received their postnatal checks at 41+ days or never. (We use 4 hours after delivery as a proxy for how attentive the health care system is to women’s needs; our assumption is that a 4 hour check implies that subsequent checks are also happening appropriately. The World Health Organization recommends that counseling on family planning be offered within the first 24 hours of delivery and beyond.7) Prompt postnatal care varies greatly by region: in ESA, the majority of women do not receive a postnatal check within 4 hours of delivery; in NCWA, at least a third of women do; and in AP, the majority of women receive these checks.

The place of delivery should not determine the types of services women are receiving. Women who give birth at home consistently have lower MCP in the postpartum period. Some countries also show a difference in postpartum MCP depending on whether the births took place in public or private health facilities. This could indicate gaps in the services being provided. For home births, the World Health Organization recommends that the first postnatal contact should be as early as possible within 24 hours of delivery.8 If contraceptives are offered through community-based distribution, health workers should ensure that the new mother is visited promptly and provided with postpartum family planning options. Public or private health facilities with a track record of lower contraceptive uptake may need to revamp their postpartum counseling and services.

Regardless of a woman’s age, tailored counseling and services should be provided. Postpartum contraceptive uptake differs by age in several countries. In some countries, the youngest mothers — those under the age of 20 — are being left behind; in other countries those 35 or older are being left behind. Biologically, the youngest mothers have the highest risk of becoming pregnant again, while those over 35 are at higher risk for pregnancy-related complications. To ensure that they are able to make informed choices about their health, postpartum women of all ages should be counseled and provided services.

Differences in contraceptive use by marital status and age should be explored as possible signals of gender-based barriers. In several countries, postpartum MCP is higher among women who gave birth outside of marriage than those who gave birth within marriage; this could point to married women having less autonomy in decision-making.9 In countries where postpartum MCP is lower among women who gave birth outside of marriage, this could be an indicator that family planning services are not readily available for unmarried women (who also tend to be younger).10 These are possibilities that should be investigated to ensure that women are not being excluded from making decisions about their own health.

7. World Health Organization and Jhpiego, “Postnatal Care for Mothers and Newborns: Highlights from the World Health Organization 2013 Guidelines,” April 2015.

8. World Health Organization, WHO Recommendations on Maternal and Newborn Care for a Positive Postnatal Experience (Geneva: WHO, 2022).

9. Tadele Biresaw Belachew et al., “Married women’s decision-making autonomy on modern contraceptive use and its associated factors in high fertile sub-Saharan Africa countries: a multi-level analysis of Demographic and Health Surveys,” Archives of Public Health 81, 1 (November 2023): 195, doi:10.1186/s13690-023-01210-3.

10. Bright Opoku Ahinkorah et al., “Female adolescents’ reproductive health decision-making capacity and contraceptive use in sub-Saharan Africa: What does the future hold?” PloS One 15, no. 7 (July 2020): e0235601, doi:10.1371/journal.pone.0235601.

Finance

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Global funding for family planning is a stool with three legs: domestic government expenditures, international donor contributions, and consumer spending.

Domestic government spending is the mainstay of a country’s family planning program, providing a budgeted flow of funds for services and staff. Funding from international donors provides the fiscal headroom to expand and strengthen the program, secure the supply of commodities, and incorporate relatively high-priced contraceptives into the method mix. Out-of-pocket spending by consumers — for commodities and services purchased in the private sector or service fees in the public sector — facilitates customer segmentation and a total market approach to family planning.

The importance of each “leg” varies significantly across countries. Family planning programs in some countries are very donor dependent, while others are largely funded by the government and consumers. But from a global perspective, all three types of funding are essential for progress in strengthening and expanding rights-based family planning.

FP2030 builds on the efforts of the FP2020 partnership to track these resource flows across the family planning sector. We are joined in this work by several other partners who also track aspects of SRH spending — not just family planning — within the larger universe of low-income, lower-middle income, and upper-middle income countries. No one partner has the resources to map the entire landscape; together our reports provide a composite look at all the available data.

For 2022, FP2030 estimates total expenditures on family planning at US$4.0 billion across all low-income and lower middle-income countries. International donors contributed an estimated US$1.64 billion (including US$1.35 billion from donor governments), domestic governments an estimated US$1.68 billion, and consumers an estimated US$710 million. (Each of these estimates is explained in more detail in subsections below.)

The domestic government figure is on par with our last two estimates for domestic expenditures: US$1.6 billion in 2019 and US$1.73 billion in 2021. Fluctuations in this total from year to year should not be interpreted as a trend; domestic expenditure estimates are still relatively new and reflect the evolving and ever-sharpening nature of the methodology, as more and more countries report their expenditure data.

The alarming data point this year is the decline in donor government contributions, which does look like a trend. The Kaiser Family Foundation (KFF) has tracked donor government expenditures every year since 2012 using the same methodology. The estimated total for 2022 is almost 10% below the prior year’s level and almost 15% below the peak level in 2019. Donor governments are now providing a level of funding on par with what they were providing in 2015.

Yet, as noted earlier in this report, the population of women of reproductive age is now 20% larger than it was at the outset of this partnership in 2012.

If donor funding continues to stagnate or shrink, it could imperil the achievement of country goals for family planning as well as the Sustainable Development Goals. Domestic governments, which collectively already shoulder the largest portion of total family planning expenditures, may not be able to meet the shortfall. Consumers in these countries may be forced to spend more money out-of-pocket or forego services entirely. Expensive contraceptive methods that depend on donor support, such as implants, may become less available.

These factors should be borne in mind as countries and their donor partners plan for the future. What level of expenditure is needed to serve a growing population of women who want access to a wide range of contraceptive methods, both today and in years to come? What level is needed to expand family planning services to those who have been left behind? Countries, donors, and the global family planning community will need to think in terms of long-range funding strategies that make the most of domestic resources as well as donor contributions.

International Donor Funding

We estimate that international donors spent US$1.64 billion on family planning in 2022. This includes contributions from donor governments as well as NGOs and private foundations. The lion’s share (US$1.35 billion) is from donor governments, as reported by the Kaiser Family Foundation (KFF); see below for their analysis.  Other international donors (NGOs and private foundations) contributed an estimated US$360 million in 2022; see below for further discussion.

Donor Government Funding for Family Planning In 2022: KFF Summary Analysis

KFF has been collecting and analyzing donor government funding for family planning (FP) on an annual basis since the London Summit on Family Planning in 2012. This year’s analysis assesses funding in 2022 as well as trends over time. Totals presented include both bilateral funding specifically for FP, as well as the estimated share of donor government contributions to UNFPA’s core resources that are used for FP. It is based on analysis of data from the 32 donor government members of the Organisation for Economic Co-operation and Development (OECD) Development Assistance Committee (DAC) in 2022 who had reported Official Development Assistance (ODA). Data were collected directly from 9 of these governments, who account for 97% of all bilateral donor government funding for family planning; data for the remaining donors were obtained from the OECD Creditor Reporting System (CRS).

Donor government total disbursements for family planning

Family planning funding from donor governments was US$1.35 in 2022. This represents a decline of US$129 million compared to 2021 (US$1.48 billion; see Figure 1) and marks the lowest level of funding since 2016 (US$1.31 billion).19 While some of the decline was due to actual decreases by donor governments, a significant share can be attributed to the rise of the US dollar globally.20

19. FP totals are different from those reported last year due to updated data received after the 2022 report was published as well as a change in methodology that incorporates the FP-adjusted share of core contributions to UNFPA (see Methodological Note in the Technical Appendix). Donor amounts do not exactly sum up to total amounts due to rounding.

20. In most cases, donor governments provide funding data in their currency of origin, which are converted to US dollars for this report (see Methodological Note in the Technical Appendix). The rise in value of the US dollar globally in 2022 resulted in exchange rate fluctuations that exacerbated any changes in FP funding between 2021 and 2022 when converting a donor government’s totals from currency of origin to US dollars.

Individual donor government disbursements

Funding from six donor governments (Australia, Canada, Denmark, Germany, Sweden, and the U.K.) decreased in 2022. Some of these declines were due to budgetary decisions associated with the humanitarian response to the conflict in Ukraine, while some followed increases in 2021 and represented a return to prior year amounts.21 These trends were the same after accounting for exchange rate fluctuations, though the decreases were smaller.

21. Denmark and Sweden attributed their declines to budgetary needs associated with the humanitarian response to the conflict in Ukraine. Declines by Australia, Germany, and Sweden followed significant increases in 2021 and returned funding levels approximately to prior year amounts.

Donor governments as a share of total disbursements

The US continued to be the largest donor to family planning in 2022, accounting for 43% (US$582.9 million) of total funding from governments, followed by the Netherlands (US$217.4 million, 16%), the U.K. (US$174.7 million, 13%), Sweden (US$121.3 million, 9%) and Canada (US$88.3 million, 7%).

The vast majority of family planning funding is provided bilaterally (US$1.3 billion or 96%). The remainder — US$50 million (4%) — is in the form of multilateral contributions to UNFPA’s core resources, adjusted for an estimated FP share.

Other International Donors

While the bulk of donor funding for family planning is captured by the KFF estimates, some contributions by private foundations and NGOs lie outside these reporting channels. The Institute for Health Metrics and Evaluation (IHME) collects data from several sources, including the OECD-DAC CRS, World Bank, regional development banks, USAID-financed NGOs, and UN agencies, to identify health spending by international donors.22

IHME estimates that in 2022, foundations and NGOs provided US$360 million in funding for family planning that is not included in the KFF estimate. It is important to note, however, that this still does not provide a complete picture of donor funding. Anonymous donors are not included in these estimates, nor is it possible to ascertain how much funding for family planning is flowing through the Global Financing Facility. These are areas where additional methods of estimation may need to be developed.

Resources

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The FP2030 Measurement Framework includes more than 20 indicators, such as Modern Contraceptive Prevalence, Unmet Need, Demand Satisfied, and Method Mix.

Interactive & Country Data Resources

The data includes estimates from 2012-2023 for all FP2030 indicators in the measurement framework for 84 low and low-middle income countries as well as upper-middle income countries that have made a commitment to FP2030. The new file has updated information for all the FP2030 indicators and includes three new countries – Botswana, Jordan, and Namibia. Some indicators are annually modeled while others are based on the most recent surveys. Additionally, some indicators are disaggregated by wealth quintileRead the FP2030 Measurement Framework for more details on the definition, calculation, disaggregation, and source for each indicator. 

Estimate tables

Estimate tables

This file contains estimates for all the FP2030 indicators in the measurement framework and is reported for the years 2012-2023.

AY data file

AY data file

A supplemental data file on the adolescent and youth sexual and reproductive health (AYSRH) indicators.

Data dashboard

Data dashboard

An interactive data dashboard highlights key indicators from the measurement framework and data on family planning financing.

Track20 Opportunity Briefs

Track20 Opportunity Briefs

The “Track20 Country Opportunity Briefs” bring together a wide range of data sources to allow for exploration of these key areas of Overall Growth, PPFP, and Youth Access.

Track20 country FP indicator summaries

Track20 country FP indicator summaries

The Track20 FP indicator summaries and fact sheets highlight data for all indicators for all low income and lower-middle income countries.

Uncertainty Estimates 2023 Report

Uncertainty Estimates 2023 Report

A supplemental data file to report uncertainty ranges for survey-based and modeled estimates to lend credibility to our methods.