What Is Big Data?Why Is Downstream Data Important?Demand Management Data ChallengesCPG Company Case StudyDoes Demand History Really Need to Be Cleansed?How Much Data Should Be Used?Demand-Signal RepositoriesWhat Is Demand Signal Analytics?Demand Signal Analytics Key BenefitsSummaryKey LearningsNotesFurther Reading