This white paper discusses how organizations can amplify the impact of their data science teams by adopting a dedicated materials informatics platform. While many companies have skilled data scientists and access to open-source data management and machine learning tools, building a complete materials informatics infrastructure in-house is complex and often fails to deliver a strong return on investment. The paper explains why custom-built solutions are difficult to scale, maintain, and integrate across teams, even after successful pilot projects. It then outlines how the Citrine Platform helps organizations maximize the value of existing talent by accelerating workflows, improving collaboration, and enabling data scientists to focus on high-impact research rather than infrastructure develo

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