Consumer packaged goods (CPG) companies face a constant challenge: understanding how consumers make decisions about their products. The path from awareness to purchase is rarely straightforward. It involves multiple stages, influenced by various factors such as brand perception, price sensitivity, and personal preferences. Data science offers powerful tools to unravel this complexity by analyzing consumer behavior and revealing the decision hierarchy that drives purchases. Th