The Collaborative International Dictionary of English v.0.48:

Dumpiness \Dump"i*ness\, n.
   The state of being dumpy.
   [1913 Webster]

WordNet (r) 3.0 (2006):

dumpiness
    n 1: a short and stout physique [syn: dumpiness,
         squattiness]