Parsimony literally means stinginess and refers to Occam's Principle as it is applied to cladistic analysis.  The preferred tree is the one with the smallest branch length, which represents the fewest number of changes.

The most parsimonious tree will minimize the amount of homoplasy inferred for the data,and this will be the best estimate
of the true phylogenetic relationships among the species being studied.