Financial services companies created competitive advantage and significant rewards as early adopters of analytics and major employers of data scientists. But today, their dependence on data science teams threatens analytic growth and increases risk. New GDPR legislation stretches these resources to the limit, while innovation requires scaling analytics to keep pace with model management, collaboration, and open source technologies.