Explore strategies for leveraging data science in global risk mitigation through this conference talk from ODSC East 2019. Dive into key concepts such as standardized analytic frameworks, data dogmatism, and scaling solutions across diverse geographies. Learn how to navigate challenges like managing market size, developing solutions with limited data, and implementing attribute and model monitoring. Gain insights on cloud variability, agility, and data governance in international contexts. Discover practical approaches to monetizing data analytics in the global economy, including techniques for entity disambiguation and addressing macroeconomic factors. Understand the importance of adaptability in data science strategies and how to avoid common pitfalls like excessive focus on predictive analytics. Apply these lessons to create robust, scalable data science solutions that can effectively mitigate business risks in various international markets.