Skin problems! (Face)

I am 14 weeks pregnant (2nd pregnancy) and have always read about skin issues while pregnant but never experienced with my first.  My skin is dry, almost to the point of flaking around my jawline/chin area and just plain rough!  I used to just apply a daily cleanser at night to remove my makeup.  I am now having to use the cleanser, plus a scrub and a thick moisturizer.  Even when my face is moisturized, it's still so rough.  My husband says it has the texture of a rash, without the itchiness or redness, just to give you a visual of what I'm dealing with.