Literally, a bandwagon is a wagon that carries the band in a parade. Riding on the bandwagon is popular since one can enjoy the music, conveniently without walking. The phrase "jumping on the bandwagon" is therefore used in the sense of "joining an increasingly popular trend".

The above explanation from the following site.

http://en.wikipedia.org/wiki/Bandwagon_effect