You can unlock different badges by completing certain objectives.

Badge	How to Unlock
Buddy Badge	Get every character on your team
Error Item Badge	Unlock every Error Item
Play Badge	In Challenge Mode beat all of the mini games and win a game in Toy Field
Stadium Badge	Unlock once you have opened all the playable ballparks.
Star Badge	Unlock once you make all playable characters star characters.