A More Sums Than Differences (MSTD) set is a set A for which |A+A| > |A−A|. Martin and O'Bryant proved that the proportion of MSTD sets in {0, 1, . . . , n} is bounded below by a positive number as n goes to infinity. Iyer, Lazarev, Miller and Zhang introduced the notion of a generalized MSTD set, a set A for which |sA − dA| > |σA − δA| for a prescribed s + d = σ + δ. We offer efficient constructions of k-generational MSTD sets, sets A where A, A + A, . . . , kA are all MSTD. We also offer an alternative proof that the proportion of sets A for which |sA − dA| − |σA − δA| = x is positive, for any x ∈ Z. We prove that for any ǫ > 0, Pr(1 − ǫ < log |sA − dA|/ log |σA − δA| < 1 + ǫ) goes to 1 as the size of A goes to infinity and we give a set A which has the current highest value of log |A + A|/ log |A − A|. We also study decompositions of intervals {0, 1, . . . , n} into MSTD sets and prove that a positive proportion of decompositions into two sets have the property that both sets are MSTD.