Building a meaningful data analysis system for a company can be a multi-stage process with numerous challenges along the way. However, a well-functioning system can provide strategic insights that help the whole company to thrive. A session at the Society of Corporate Compliance and Ethics Conference on Data Analytics for Compliance Programs described how the compliance team at American Express Global Business Travel (GBT) built an analytics program that generated insights that created value for the whole company. This article distills insights about how a compliance analytics program helped GBT to grow and succeed. See “How Combining Approaches to Data Analytics Can Yield Powerful Insights” (Mar. 16, 2022).