SEARCH CHANGE MODEL

摘要

Systems, methods and computer program products for determining lost opportunities resulting from changes to advertising spending are described. To assist advertisers in evaluating and allocating a proper budget to advertising, an analyzer can be used to develop an analytical model that gathers data pertaining to the incremental value of search advertising. (e.g., the true cost of the additional click lost or gained), which can be presented to the advertisers when changes have been made/proposed to the advertiser's advertising spending. The analyzer can detect large changes in advertising spending, and indicate (e.g., by prediction) how many total clicks were lost or gained as a result of the change in advertising spending to allow the advertisers to visualize the impact to changes in advertising spending, and determine when to decrease advertising budget on ads that yield low return-on-investment or to increase advertising budget to maximize the effectiveness of an active ad campaign.