Chalk plays are the most obvious and popular plays in fantasy sports. A chalky lineup means that there are many highly-owned players in the lineup. These players are popular for a reason, mostly because of their consistent guaranteed points.
To really make a difference, you should balance chalk plays with low-owned players in your lineup.
Being chalky is the opposite of being a contrarian.