Currently submitted to: Journal of Medical Internet Research
Date Submitted: Oct 9, 2026
Open Peer Review Period: Oct 11, 2026 - Dec 6, 2026
(currently open for review)
Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.
Thinking Like an Industry Scientist: How Evidence Creates Value in Digital Health Companies
ABSTRACT
Digital health companies increasingly depend on scientific evidence to raise capital, secure contracts, and stand out in a crowded market, yet little has been written about how science is practiced inside these companies. In 2023 and 2024, I described the role of the industry scientist and the barriers organizations face in integrating science, drawing on experience as head of science at a single company. This viewpoint revisits those claims from a different position: leading a science consultancy that has partnered with, advised, or held discovery conversations with more than 300 digital health and wellness companies. Three earlier claims endure. Science contributes to revenue when it answers questions buyers ask, resource-efficient methods such as retrospective analyses remain the right entry point, and science succeeds when business leaders own its use. Others require revision. Not every company needs a full-time scientific executive, hiring a scientist does not by itself produce a scientific strategy, and for artificial intelligence tools that make clinical claims, the runway before prospective trials become necessary has shortened. Working across many companies also revealed patterns no single role could show. Companies rarely ask for the science they need, evidence must align with business timelines without sacrificing rigor, and some of the most valuable scientific work involves shaping claims, measurement, and product decisions rather than conducting a study. I close with implications for scientists, company leaders, investors, payers and academic training programs, and a call for formal study of how science creates value in industry.
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© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.