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The GA4GH Analytics Dashboard translates a decade of open science into data
4 Jun 2026
The Global Alliance for Genomics and Health (GA4GH) Technical Team has launched an Analytics Dashboard as a resource to quantify the impact of GA4GH products and support evidence-based decisions on future product development and implementation.
By Jaclyn Estrin, GA4GH Senior Science Writer
The Global Alliance for Genomics and Health (GA4GH) Technical Team has launched an Analytics Dashboard to share data about the real-world impact and reach of GA4GH standards, policy frameworks, and products. The Dashboard displays over ten years of open science translated into measurable insights.
As a global standards organisation, GA4GH works to accelerate progress in human health by establishing a shared global approach to responsible, broad, and democratised use of genomic and related health data. Since its beginning in 2013, GA4GH has shaped the development of nearly 50 products and policy frameworks. The Analytics Dashboard serves as a resource to help quantify the impact of those products and support evidence-based decisions on future product development and implementation.
GA4GH Chief Product Officer Sasha Siegel said, “For over a decade, GA4GH’s community has been doing the hard work of building standards and frameworks that make genomic data more useful and shareable. The Analytics Dashboard is our way of making that impact visible — not just to ourselves, but to funders, implementers, and the broader scientific community who need evidence that open science is working.”
The GA4GH Technical Team*, guided by Siegel and Technical Team Lead Jimmy Payyappilly, began developing the Dashboard following the April Connect 2025 meeting. They first demonstrated the platform at the 14th Plenary meeting in Uppsala, Sweden, then presented the first published version at April Connect 2026 in Montreal, Canada.
The Dashboard illustrates the reach of the GA4GH ecosystem, by bringing together data on scientific research and publications, software development and implementations, and standards-enabled software distribution.
The Dashboard is updated monthly, with data from four sources integrated into an interactive platform.
- Europe PMC is used to source data on scientific research and publications, pre-prints, citations, and grants, from a queried search that returns a result when GA4GH is mentioned anywhere in an article, including references.
- GitHub activity on GA4GH-managed repositories is used as a proxy for software development and product implementations.
- Python Package Index (PyPI) is used to curate a list of GA4GH-relevant python-based software packages for both standards and implementations
- The GA4GH Implementation Registry, which is still in development, is a catalog of all registered GA4GH implementations (e.g. DRS servers). This feeds into a service map on the Dashboard, which will ultimately illustrate GA4GH’s global implementation footprint.
The Dashboard highlights the overall scale of GA4GH’s impact, tracking how the organisation’s work has been adopted, referenced, and expanded across the global genomics community. Metrics and graphs show a trending growth in the quantity of GA4GH-related articles, citations, GitHub repositories, and PyPi packages over time.
GA4GH contributors are encouraged to explore the dashboard to understand the impact of their efforts and inform future product development decisions.
Payyappilly said, “We built this Dashboard to be a living resource, not a static report. We are actively looking for feedback from contributors on what metrics matter most to them, and that input will shape how the platform evolves and what new data and features we prioritise.”
The GA4GH Technical Team is continuing to hone the Dashboard’s metrics, explore new data sources, and determine the necessary key performance indicators that can support the case for genomic data sharing. The Analytics Dashboard will serve as a foundational data repository to encourage evidence-based decisions to guide GA4GH product development into standards adoption and real-world impact.
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*The GA4GH Technical Team includes:
- Sasha Siegel (EMBL’s European Bioinformatics Institute)
- Jimmy Payyappilly (EMBL’s European Bioinformatics Institute)
- Jeremy Adams (Ontario Institute for Cancer Research)
- Dashrath Chauhan (EMBL’s European Bioinformatics Institute)
- Chen Chen (Ontario Institute for Cancer Research)
- Jon Turner (Wellcome Sanger Institute)
