We introduce some new classes of words and permutations characterized by the second difference condition π(i − 1) + π(i + 1) − 2π(i) ≤ k, which we call the k-convexity condition. We demonstrate that for any sized alphabet and convexity parameter k, we may find a generating function which counts k-convex words of length n. We also determine a formula for the number of 0-convex words on any fixed-size alphabet for sufficiently large n by exhibiting a connection to integer partitions. For permutations, we give an explicit solution in the case k = 0 and show that the number of 1-convex and 2-convex permutations of length n are Θ(C n 1 ) and Θ(C n 2 ), respectively, and use the transfer matrix method to give tight bounds on the constants C 1 and C 2 . We also providing generating functions similar to the the continued fraction generating functions studied by Odlyzko and Wilf in the "coins in a fountain" problem.2010 Mathematics Subject Classification. 05A05; 05A15, 05A16, 05A17.