The Milken Institute Women’s Health Network bridges gaps in innovation and health care in areas that impact women exclusively, differentially, or disproportionately. With more than 130 diverse stakeholders across industry, clinical care, research, investment, employers, and advocacy, the Network brings together cross-sector stakeholders who have the opportunity to collaborate in the same space. Through its convening strength, the Milken Institute aligns priorities, clarifies evidence needs across the ecosystem, and builds the structures necessary to accelerate and scale women’s health innovations.
At the Middle East and Africa Summit, the Women’s Health Network convened a diverse group of experts during a private session titled “Innovations and Financing Women’s Health: From Prevention to Integrated Care.” The panelists and attendees surfaced a shared opinion: The central barriers in women’s health today arise not from a lack of innovation, but from a lack of integration. Systems, datasets, and stakeholders remain siloed—leaving women to navigate disjointed care across their adolescent, midlife, and aging years.
This white paper synthesizes the insights from the private session and proposes a reframed understanding of how to deliver truly equitable, lifelong health for women: the transition from point solutions to integrated, life‑course systems.
Introduction: Integration as the New Frontier of Women’s Health
Despite rising global investment in women’s health, progress lags because innovations are deployed within siloed systems that fail to reflect the continuity of women’s lives. This fragmentation produces missed opportunities for prevention, inconsistent or duplicative care, AI driven by incomplete datasets, and policy environments that treat women’s health as a series of isolated episodes. As participants emphasized, only integration—linking data, care pathways, national frameworks, and incentives—can transform this landscape.
The discussions explored four key themes of the integration challenge and potential solutions:
- Develop unified and integrated data and care pathways for women: Creating cohesive systems that connect women’s health data across all life stages enables health-care providers to deliver coordinated and personalized care, reducing fragmentation and improving outcomes.
- Remove gender bias in AI: Actively addressing and eliminating gender bias in artificial intelligence tools ensures that health innovations reflect women’s unique biology and experiences, leading to more equitable and accurate clinical decision-making.
- Integrate women’s health data at a national level: Linking hospital systems, public–private collaborations, and digital health strategies through shared standards and interoperable frameworks allows for population-wide improvements, unlocking deeper insights and better health experiences for women.
- Enhance partnerships and financing for women’s health: Building robust collaborations and securing sustainable funding supports lifelong, integrated care for women, ensuring that innovations and improvements are maintained throughout every stage of life.
Theme 1: Develop Unified and Integrated Data and Care Pathways for Women
Prevention remains largely reactive because women’s health data are scattered across different health systems and life stages, making it difficult to form a continuous, cohesive picture of women’s evolving health needs. This fragmentation prevents clinicians and policymakers from understanding women’s evolving risks across the life course. Women increasingly expect health insights that follow them across their entire life course, connecting information from past and present to help anticipate future risks. Yet existing systems cannot draw those links.
The call to action was clear: Develop unified, life-course models that integrate phenotypic, clinical, behavioral, and real-world datasets. Success stories from population-level genomic platforms in the region highlight that large-scale, multi-omics integration is both possible and transformative when governance and infrastructure align.
Theme 2: Remove Gender Bias in AI
The promise of AI in women’s health is significant—but only if the underlying data reflect the realities of women’s biology. Panelists noted that women remain underrepresented in research and clinical datasets, as well as in other data sources that shape clinical decision‑making. This underrepresentation creates a system marked by missed prevention opportunities, inconsistent or duplicative clinical experiences, and AI tools that reproduce the same biases embedded in fragmented or incomplete datasets, all reinforced by policies and financing structures that treat women’s health episodically rather than continuously.
Across the session, integration—of data, care pathways, national frameworks, and incentives—emerged as the unifying theme needed to address these gaps. Central to that integration is the development of AI models intentionally designed to eliminate gender bias—ensuring that advanced tools not only reflect women’s health realities but also actively close equity gaps rather than deepen them.
Theme 3: Integrate Women’s Health Data at a National Level
Leaders consistently observed that while many areas across the globe have strong hospital systems, public–private collaborations, and ambitious digital health strategies, these elements operate in parallel rather than in concert. True integration requires linking them through shared data standards, interoperable systems, inclusive national frameworks, and policies that support lifetime health journeys.
Panelists noted that without national‑level alignment, even the most advanced innovations remain isolated, limiting their ability to drive population‑wide improvements in women’s health. Nations that succeed in creating this connective tissue will unlock deeper population insights and significantly improve women’s health experiences and outcomes.
Theme 4: Enhance Partnerships and Financing for Women’s Health
Participants agreed that no single stakeholder—neither government, health-care systems, nor innovators—can deliver continuous women’s health care alone. Most organizations see only one segment of a woman’s journey. Sustainable progress requires cross-sector partnerships that align incentives and create shared accountability across payers, providers, employers, innovators, and governments. Financing models must evolve to value continuity, coordination, and prevention—not just clinical episodes. Participants also highlighted that increasing and better‑targeted investment in women’s health is essential to scaling integrated solutions, supporting innovation, and ensuring that partnerships have the resources needed to deliver continuous, high‑quality care.
Conclusion
The insights from the Middle East and Africa Summit reveal a simple truth: Although innovation in women’s health continues to advance, the greatest barrier to impact is a lack of integration to connect those advances across systems and life stages. When systems connect data, care pathways, national infrastructure, and financing architectures across a woman’s life course, prevention becomes proactive, equity becomes achievable, and innovation becomes impactful. Translating these findings into impact will require coordinated action from governments, payers, providers, employers, innovators, and investors to align data, care pathways, and financing around women’s health across the life course.
Key stakeholders must move beyond pilot solutions toward shared standards, interoperable infrastructure, and financing models that reward prevention, continuity, and coordination. The next phase of progress demands sustained cross‑sector collaboration, clearer accountability, and investment in the connective tissue that enables women’s health systems to function as integrated, lifelong ecosystems.
The Milken Institute Women’s Health Network serves as a critical backbone for these types of collaboration, enabling data-sharing, institutional learning, and collective investment across borders.
The future of women’s health will be defined not only by what we discover but also by what we integrate.
