Favouritism

[PussyCat]

The practice of giving unfair preferential treatment to one person or group at the expense of another.

[Kit]

unfair support shown to one person or group, especially by someone in authority:

[Tracie Lynn]

When a teacher gives more attention to a particular student because they [see more] potential or they [favour] them generally infront of [a class] especially.