other functions outside marketing.
Knowing what to focus on—the signal rather than the noise—is a critical part of the process. To accurately model their businesses, companies must collect data across five broad categories: market conditions, competitive activities, marketing actions, consumer response, and business outcomes. (See the exhibit "Optimizing Advertising.")