Strictly in terms of different cultures, more cultures have polygamy than strict monogamy. If the advantage was evolutionary, you would not find so many cultures that have a degree on polygamy.
Polyandry on the other hand, is extremely rare which makes complete sense when factoring in the effort required for a woman to raise her children.
http://eclectic.ss.uci.edu/~drwhite/worldcul/Codebook4EthnoA...
# of cultures - Maritial Composition:
36 - Missing Data
186 - Independent nuclear, monogamous
453 - Independent nuclear, occasional polygyny
69 - Preferentially sororal, cowives in same dwelling
18 - Preferentially sororal, cowives in separate dwellings
344 - Non-sororal, cowives in separate dwellings
157 - Non-sororal, cowives in same dwelling
4 - Independent polyandrous families