A method of predicting a backward conditional branch instruction used in a vector partitioning loop includes detecting the first conditional branch instruction that occurs after consumption of a dependency index vector by a predicate generating instruction. The dependency index vector includes information indicative of a number of iterations of the vector partitioning loop, and the conditional branch instruction may branch backwards when taken. The conditional branch instruction may then be predicted to be taken a number of times that is determined by the dependency index vector.