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A system and method of aggregating and predicting stock ranking stocks. The novel system and method uses a neighborhood model to aggregate a plurality of “neighboring” or related stocks having similar pricing trends. The system and method then uses a ranking optimization method to predict the ranking of each stock based on percentage change in price. The current invention facilitates investors trading by using a novel methodology to predict stock rankings and providing a neighborhood of related stocks, while having an easy-to-use interface.