Network service providers (NSPs) continue to witness an explosion in data traffic. Yet generating high-margin revenue and creating unique customer value from selling pure bandwidth
remains a challenge. Competitive pressures have long since chiseled away the high margins on data access. Although NSPs are filling their networks with bandwidth, the revenue
margins produced from that bandwidth are relatively small. One major reason is churn, and the costs associated with churn. One of the significant factors that contribute to churn is fraudulent behavior.

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