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New Simulation Tool SilverLinings.bio Evaluates R&D ROI in Aging: Assessing Geroscience’s Effects on US GDP Growth and Personal Health

February 4, 2026
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New York, NY — The aging research community has welcomed a transformative advancement with the launch of silverlinings.bio, an innovative interactive report and simulation platform crafted by AFAR Scholar-in-Residence Dr. Raiany Romanni-Klein. This state-of-the-art tool, supported by the American Federation for Aging Research (AFAR), the Amaranth Foundation, and the Methuselah Foundation, presents groundbreaking opportunities for economists, policymakers, scientists, and the public to rigorously assess the socioeconomic returns on investment in aging science.

Over the past two years, Dr. Romanni-Klein and a collaborative team of economists from renowned institutions—including Harvard University, the Abundance Institute, and the University of Southern Carolina—have meticulously developed this dynamic tool to simulate various scenarios involving breakthroughs in the biology of aging. The simulation provides quantifiable predictions on the economic impact and public health benefits of delaying aging processes such as ovarian and brain aging. Moreover, the platform pioneers metrics that evaluate the return on investments (ROI) connected to first-of-its-kind clinical trials which identify aging itself as the primary endpoint, marking a paradigm shift in biomedical research.

Silverlinings.bio enables users to personalize inputs, adjusting timelines and probabilistic assumptions for scientific advancements in aging biology, thereby offering a tailored visualization of potential outcomes. These outcomes are presented in terms of aggregate U.S. lives saved and predicted contributions to Gross Domestic Product (GDP) growth. Leveraging the creative expertise of Pentagram, a leading design firm, the platform also features compelling visualizations that elucidate the complex interplay between scientific progress and its broad economic and societal repercussions.

Through this novel simulation, users gain insights into critical questions that underpin the future of aging science and its economic ramifications. For instance, the platform projects how incremental advances in delaying aging could reshape the trajectory of U.S. GDP and demographic growth. Furthermore, it analyses the economic and demographic shifts that might emerge if chronological age thresholds—such as 41 being perceived as the new 40, or 65 as the new 60—were adjusted due to enhanced healthspan. Its models intimate the broader value of billions of additional hours of healthy life, which could revolutionize productivity and reduce healthcare burdens.

This extensive project is founded on interviews conducted with 102 leading scientists, through which anticipated timelines for specific aging science breakthroughs were mapped alongside the estimated funding required for their realization. Importantly, the project also highlights research avenues with currently low commercial incentives but potentially substantial societal and economic returns. These insights reflect contributions from prominent figures, including AFAR President Dr. Tom Rando, board members Drs. Nir Barzilai, Alex Coville, and Michael Ringel, as well as noted AFAR grantees like Drs. Anne Brunet, Kristen Fortney, Jennifer Garrison, Vera Gorbunova, and Matthew Kaeberlein. Rising stars in the field such as Daniel Belsky and Jamie Justice also offered valuable perspectives during the development of the tool.

Dr. Romanni-Klein emphasizes that the ambition behind silverlinings.bio extends beyond mere academic exercise. “Silverlinings.bio is designed to serve as connective tissue,” she asserts, “uniting researchers, economists, policymakers, and taxpayers alike in a comprehensive understanding of how progress in aging biology translates into tangible social and economic value.” This multidisciplinary approach is essential, as conventional research trajectories often operate in isolation from the economic contexts they influence.

The release of silverlinings.bio complements a rich history of research on the “longevity dividend,” the concept that extending healthspan yields considerable socioeconomic benefits. Pioneering work in this field by AFAR-supported scholars includes the 2013 foundational article by Dr. S. Jay Olshansky, co-authored with collaborators, which posited that significant health economic returns from delayed aging warrant new directions in medical research policy. More recently, studies by economists such as Andrew J. Scott and biologist David A. Sinclair quantified the economic value associated with targeting aging, providing a framework underpinning the assumptions embedded within silverlinings.bio.

This tool illuminates the role of geroscience—the study of the biology of aging—in stimulating economic vitality by reducing the burden of chronic disease and extending the active participation of individuals in the workforce. As AFAR Executive Director Stephanie Lederman notes, “By delaying or preventing age-related diseases, geroscience fuels economic growth at local, national, and global levels.” The reduction in medical expenditures and extended work life not only aids families but also stabilizes broader economic systems.

As aging constitutes the primary risk factor for most chronic illnesses, advancing our understanding and modulation of aging biology holds remarkable promise for public health. Silverlinings.bio offers unprecedented capability for stakeholders to make informed decisions regarding funding priorities and policy development. It advocates for sustained and strategic investment in the most promising aging research vectors to accelerate the realization of broad-reaching benefits, including enhanced longevity, improved quality of life, and economic sustainability.

The integration of rigorous simulation models with data from expert elicitation distinguishes silverlinings.bio as an essential resource in biogerontology and health economics. Its open accessibility invites a broad community of users to explore the ripple effects of scientific progress in aging biology. This transparency is vital for cultivating public understanding and support for long-term investment in aging research.

Ultimately, silverlinings.bio represents a transformative advancement at the nexus of science, economics, and policy. Its interactive platform is poised to guide the next generation of research funding and public health strategies aimed at harnessing the full potential of aging science. As this field continues to mature, tools like silverlinings.bio will be indispensable for articulating and quantifying the profound societal shifts that accompany breakthroughs in our understanding of human aging.

Explore silverlinings.bio today to engage directly with the data shaping the future of longevity science and its economic landscape.


Subject of Research: Socioeconomic impacts and return on investment in aging research and geroscience advancements.

Article Title: silverlinings.bio: A Revolutionary Tool Mapping the Economic and Healthspan Benefits of Aging Science Breakthroughs

News Publication Date: Not explicitly provided

Web References:

  • https://silverlinings.bio/
  • https://profound-brioche-f9933d.netlify.app/
  • http://www.afar.org/

References:

  • Olshansky, S. J., et al. “Substantial Health Economic Returns From Delayed Aging May Warrant A New Focus For Medical Research.” Health Affairs, 2013.
  • Scott, A. J., Sinclair, D. A. “The Economic Value of Targeting Aging.” Nature Aging, 2021.

Keywords: Aging biology, geroscience, healthspan extension, economic modeling, longevity dividend, geriatrics, biogerontology, health economics, public health policy, return on investment, biomedical research

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