It actually changes..
I've done this many times (yeah I'm on the grind to 32..) but it does change within the race randomly.
Your driver will pit from Rain to Inters then eventually Inters to Dry tires so you don't have to worry about it
I was just wondering the same thing. Is there a benefit to the driver getting xp for driving in the rain or does it nit even matter?